{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用LAB进行阈值分割\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "\n",
    "image = cv2.imread(\"../test_images/7.jpg\")\n",
    "lab_image = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n",
    "\n",
    "# Split into L, A, and B channels\n",
    "l_channel, a_channel, b_channel = cv2.split(lab_image)\n",
    "\n",
    "# 设置 A* 和 B* 的阈值范围，根据MATLAB中色彩分割测试确定\n",
    "l_min, l_max = 0, 100\n",
    "a_min, a_max = -7, 7\n",
    "b_min, b_max = -7, 7\n",
    "\n",
    "# 将MATLAB中 A* 和 B* 的阈值转换到 OpenCV LAB 空间\n",
    "l_min_cv = l_min / 100 * 255\n",
    "l_max_cv = l_max / 100 * 255\n",
    "a_min_cv = (a_min + 100) / 200 * 255\n",
    "a_max_cv = (a_max + 100) / 200 * 255\n",
    "b_min_cv = (b_min + 100) / 200 * 255\n",
    "b_max_cv = (b_max + 100) / 200 * 255\n",
    "\n",
    "binary = cv2.inRange(lab_image, (l_min_cv, a_min_cv, b_min_cv), (l_max_cv, a_max_cv, b_max_cv))\n",
    "binary = cv2.bitwise_not(binary)\n",
    "masked_image = cv2.bitwise_and(image, image, mask=binary)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.imshow(masked_image, cmap='gray')\n",
    "plt.figure(2)\n",
    "plt.imshow(binary, cmap='gray')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Connected Components (Foreground Objects): 15\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x175ac214c50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jR49G586dK9zu8OHDSEtLEygrQkhtVa9ePRw4cABDhw6tlZekqaeFCKJ169aYNGkSfHx8IJVK4eHhgaZNm+r0jh99kcvl8PPzQ0hISLnbxMfH48qVK+jXr5+AmRFCqkOj0SAnJwcymQxmZmZGt16Yra0tfvnlF/A8j6NHj1Z4+drkCDT4WXB095C4IZfLmYODA3N0dGRdu3ZlsbGxYp8SNXLt2rVK71oZOHAgU6vVYqdq8jZv3iz6+U1h3KFQKJivry/z9fVlY8eOZRqNRuzTulry8vLYxo0bmUwmE/2Y6ioqu3uILg8RnZLL5Vi8eDFCQ0Nx69YtREZGYv/+/Qa1xkd1tGrVCm+99VaF24SGhtIsrQIoKCgQOwVi5JRKJWJiYhATE4NDhw5h0aJFePLkidhpac3S0hKvv/46fvjhh1pzqYhjzDRnacrOzoadnZ3YadQ6tra2uHnzJnx9fcVORef27duH119/vdzVnzmOw/Tp0/HDDz/QEgA6pFKpEBsbi6dPnyI2NhbffPMN7t27J3Zaeufk5IRGjRqVuoSam5uLW7du0QR7OtayZUusWrUKnTt3Nrrf34KCAkyePBk7duww+sG5WVlZsLW1LX8DXXdXLVy4sFR3j5+fX/HjBQUF7L333mOOjo7MysqKDR06lCUmJpbYR2xsLHv11VeZhYUFc3FxYR9++CFTqVRa5UGXh8QJW1tb9vjxY12cSgYnOTmZ+fr6Vvj6PTw82L1798RO1ehpNBp29epV9vnnn7MOHTowBwcHJpVKRT+/hYwFCxawoqIiplKpSsS1a9eYXC4XPT9TDFdXV/bPP/+IffpXS0FBAZs2bRqTSCSiH8eahCiTyzVr1gwnTpwo/r9M9r9mZs2ahSNHjmDXrl2ws7PDtGnTMHToUFy4cAHA8wFS/fv3h7u7Oy5evIiEhAS8/fbbMDMzwzfffKOPdAmpEmdnZ3Tp0gUxMTHlbpOQkIA1a9bgxx9/FCwvY8cYg0ajQWJiIh48eICDBw8iKioK165dQ0ZGhtjpiUYul5fZ5W8Mg9eNVXJyMsaOHYstW7agR48eYqejFXNzcyxZsgR2dnb49ttvTXeFel1XewsXLmSBgYFlPpaZmcnMzMzYrl27in92584dBoBdunSJMcbY0aNHmUQiKdH7snbtWmZra1vhtO2FhYUsKyurOOLj40WvGGtjmHJPC2OM7d69u9xvMmZmZszf35/t3LlT7DQNXlFREUtPT2f79+9nY8eOZZ06dWIeHh61rjelovjyyy/LPHZhYWHU06LnqFu3Ljtz5oxRDtDNyclhkydPZhzHiX4cqxOiDMR98OABPD09Ub9+fYwaNQpxcXEAgOvXr0OlUqFnz57F2/r7+6Nu3bq4dOkSAODSpUto3rw53Nzcirfp06cPsrOzERUVVW6bLyrMF+Ht7a2Pl0ZquU6dOqFOnTolfubr64sZM2bgxIkTuHTpEoYPHy5SdobvyZMn+OKLL9C1a1e0bt0aw4YNw59//lncq2qy3w6JUYmLi0P//v2xdevWcsewGSpra2ssW7bMZGfo1vnloQ4dOuCPP/6An58fEhISsGjRIrz00kuIjIxEYmIi5HI57O3tSzzHzc2teD2FxMTEEgXLi8dfPFaeefPmYfbs2cX/z87OpsKF6Jy7uzsGDBiA7du3w8PDA8OHD8c777yDOnXqGN3gPTFs3LgRixYtEjsNQiqVm5uLadOmwdzcHEOHDjWqmZhtbW3h6uoqdhp6ofOi5d+Ta7Vo0QIdOnSAj48Pdu7cqdcFqhQKhahr1JDnVCoVcnJyxE5DbziOw4oVK/Dpp5/C3t5esMUbTYVSqRQ7BaNx4sQJODo6lhgTCAC3bt2CWq0WKavaJSsrCxMmTEBaWhreffddsdMhEGBGXHt7ezRu3BjR0dHo1asXioqKkJmZWaK3JSkpCe7u7gCef5O9cuVKiX0kJSUVP0YMW2FhIcLCwtC8eXOxU9Ebc3NzeHl5iZ0GMXFnzpzBmTNnxE6j1svJycGCBQug0Wjw7rvv0kBokem9vys3NxcPHz6Eh4cH2rRpAzMzM5w8ebL48Xv37iEuLg4dO3YEAHTs2BERERFITk4u3iY4OBi2trZo2rSpvtMlNcQYQ0hIiNFdByaEkPKkpKTgww8/xJIlS6i3UGQ6L1o+/PBDnDlzBjExMbh48SKGDBkCqVSKkSNHws7ODhMnTsTs2bMREhKC69evY/z48ejYsSOCgoIAAL1790bTpk0xZswY3Lx5E3///Tc+++wzvP/++3T5x0gcOXIEt27dEjsNQgjRmYKCAixatAjz5s2jy3Mi0vnloSdPnmDkyJFIS0uDi4sLunTpgtDQULi4uAAAfvjhB0gkEgwbNgxKpRJ9+vTBmjVrip8vlUpx+PBhTJ06FR07doSVlRXGjh2LxYsX6zpVoicpKSnYuXMnWrZsKXYqhBAD4uTkhF69eqFXr14lfq7RaLBs2TJER0eLlFnVqNVqrF27Funp6Vi1ahVsbGzETqkUnufx888/IzIyUuxU9IKm8Sd6ERAQgMuXL8PS0lLsVIiB0Gg0mDNnDn766SexUyECMTMzQ9OmTeHl5YX+/fujX79+8PT0hFwuL7GdRqNB9+7dcf78eb3l4u7uXurOVeB5IRIbGwu1Wl3lpREkEgmWLl2KmTNnlhooLTa1Wo0uXbrg8uXLYqdSLZVN429YR5uYjLS0NOTn51PRQsAYw4ULF7B06VIaWFpLWFhYICgoCG+//TbeeOMNWFhYVDglgFQq1evgdplMht9//73MWW7VajXCwsKQlZWFsLAwnD9/HpGRkUhNTS13HR+e5/H555/j2bNnmDt3Ljw8PPSWe1UxxpCXl4ezZ88iISFB7HT0hnpaiF6YmZnhzJkzxQOsSe0SExODW7duISMjA2FhYdi2bVuJwfXEtEgkEri5uWHgwIHo1q0bmjZtCj8/P62mudi8eTPGjRunl0H8Tk5OuHXrFjw9PSvdVqPRICUlBTExMbh58yZCQ0Nx5coVxMfHlzmdw4gRI/DLL7+I/nlz584dvP7664iJiUF+fr6oudQE9bQQUajVajx79kzsNIjANBoNrly5gnfeeQd37tyhlYgFIpfLMWfOnOKxgxUpKCjAd999h8zMzBq1KZFIYGtrCx8fH8ycORP9+vWDq6trtSdZ7NGjB1xcXIqnuNClevXqwcnJqUrbSqVSuLu7w93dHUFBQXj33XeRk5ODhIQEhISEICoqCmFhYYiKikJOTg527twJT09PzJ8/v8pt6ENCQgLu3r1r8nduUtFC9IIxhgMHDmDo0KE0U6yJ43ke8fHxuH//PtavX48jR44gLy9P7LRqFTMzM4wbNw6NGzeudNusrCz8+uuv1SpaOI5Ds2bNMGnSJDRs2BD+/v5wd3fXyWVgT09PjB8/Ht9++22N9/VfnTt3rtHdpzY2NrCxsSk+vkqlEsnJyYiOjsb9+/cREhKC999/H+3atcPgwYPRoEEDXaVeqdu3b+PHH39EdHS0yRcsAF0eInrk6OiIM2fOICAgQOxUiB4wxhAeHo5ffvkFe/bsQUZGBq0dJAKFQoHvv/8e48aNq9IMzTzP4/XXX8e+ffsq3M7d3R3jxo0r8XfUwcEBQ4YM0dsU8adOncKAAQNQUFCgs32am5vjwoULaN26tc72+V88z4PneezcuRNff/01QkJCBJtGPzg4GH379jWZgoUuDxHRpKen4/Tp01S0mBCe5/HkyROcPHkSp06dwtGjR5Geni52WrWatbU1hg0bVuUlJSQSCWbPno3k5GRcuHCh1GMSiQROTk6YNWsWPvroI32kXK4uXbqgffv2Oh2w7eDggLp16+psf2V5cdzMzc3x8OFDPHv2TK9Fi0qlQkpKCnieR2pqaq26DEtFC9GrP//8E5MnTy51iyMxLowxJCcn46effsL69etr3R9KQ9akSRM4ODho9ZwuXbrg+++/R9euXYvvkOE4DsuWLUOHDh3QqFGjMm8P1je5XI6GDRvqtGhxcnIyuTXCrl+/jtdeew1qtRoqlapW/S5S0UL0KjU1FQUFBVS0GCGe5/H48WOcOXMGhw8fRlhYGOLi4kymG9pUNGzYEObm5lo/r6w1dJo3b44uXbroIq1q69u3LzZt2lTu7cbaqlevnqB/fxhjePDgAWQyGby8vHRa/DHGcPbsWezfv7/WfnGgooXoVW5uLvLz82l8kZHJzc3F7t27MXv2bGRlZVGhYoIcHR3x+uuvF49D4jjOIBalHTBgAPr27YsjR47o5Lzr3bs3JBK9L7NXTKVSYfTo0ZBIJGjZsiV+++03nV0i37JlC6ZNm4asrCyd7M8oMROVlZXFAFCIHDKZjO3YsaPK71t2djZTqVR6PDNIRQoLC9nu3buZv78/k8vlop8/FJXHuHHjxD5tdC4xMZFNmzatxsdGIpGwv//+W7C89+zZUyoHDw8P9ueffzKe52u0b7VazWbMmCH6+abvyMrKqvA4UE8L0Su1Wo2FCxeiU6dOZXaTxsXF4dSpU1Cr1Wjbti06duwo6Lei2ozneeTn5yMhIQFRUVF49OgRDhw4gOvXr9Mty0RUbm5u8PHxqfF+nJ2d0bRpUx1kVDVl/d4kJCRg1qxZkMlkGDlyZLWmgDh37hyWL1+OkJAQXaRp1KhoIXp3//59vPTSS2Wu0ZGamlo8X8Qnn3wi+vX02kClUmHt2rU4ffo0IiIikJycjJycnFp5fdwUWFlZiZ2CwWrZsqWgU+w/efKkzJ+np6djypQpSE9Px9SpU8scT1SWF7dRL1q0CHfv3tVlqkaLihaidzzPIyYmRuw0ajWNRoO0tDQ8fPgQa9aswa5du6BUKsVOi9SQQqHAG2+8IXYaBqtz585VLhBqSqPRlLqF/N9ycnLw8ccfg+d5TJ06FWZmZpXu859//sG7776L7OxsXaZq1KhoIcSEaTQabNmyBcePH8epU6eQlZWFwsJCsdMiOuLm5obmzZuLnYZe1KlTBxzH1agH0N/fX4cZVSw1NRVhYWEVbpOfn4+5c+dCrVZj2rRpld7VdPDgQSpY/oOKFkJMkFqtxoMHD7By5Ur89ddfyM3NFTslomMcx6F///4me2feyy+/jE6dOuHatWvV6hVUKBSoV6+eHjIrW1RUVJXWTSoqKsInn3yCJ0+e4Ntvv62wcClrgcbajooWYjDS0tLETsHoFRQUYPPmzdi1axeuXbtW40XxiOEKDAzE4sWLTXbgupubG44ePYqXXnoJt27d0vr5rq6uaNiwoR4yK9vDhw+rvIyFSqXC6tWr4efnh/79+5f5HvI8j6dPn+o6TaNHRQsxGCEhIcjKyjLZb476lJKSgm3btuHChQvYu3cv1Gq12CkRPapbty5Wr14NZ2fnGu8rLi4Ojx8/xpUrV5Ceno7mzZsXT3vv7++vkzaqy9zcvNpFWd26dWFjY6PjjMr3+PFjrbYvKirCBx98gE8//bTcbainpTQqWojBePz4Mfbu3Yvx48eLnYrBY4zh8uXLCA8Px7Nnz7Bz507cv3+f7gCqJTp37oxOnTrpZF8//vgjVq5cWdxLIJFIwHEcOI5Dly5dsGXLFnh6euqkLW1JpdJqF02NGzcu845FfdBoNLhx44bWz1OpVLR2l5aoaCEGQ6PR4MiRIxgzZoxgf2yM0d69e7Fz505cvHgR8fHxYqdDjJxGoylxWePfs9CeP38emzdvxqxZs0RZikMqlcLR0bFaz23Xrp2OsylfQUGB1j0tpHrok4EYlL///hv3798XdEIoY5Cbm4uLFy/i0qVL+OWXX5CQkCB2SsREVDQOQ61WY8GCBXB1dRWtB3TMmDHYt2+fVmsRmZubo0OHDnrMqqSEhAT6nRSIaY7gIkYrPz+/Wt2spobneWg0GhQUFGDNmjV46aWX0L9/f3zxxRf0x5HoDM/z5U6I9oJKpcKxY8eqPMhU17p3745PP/1Uq95Xc3NzODk56TGrkl4sDEv0j3paiEHheR5Lly5Fnz594OLiInY6glKpVHj48CEuXbqEXbt2oaCgAAUFBbh+/ToNrCU6FxYWhi+//BLnz5+vdNsLFy4gIyNDlEG51tbWGDt2LFasWFHlgal+fn5wc3PTc2b/k5ubS4uKCoSKFmJwoqKisH//fkyaNEnsVASjVquxePFi/PTTT3THANErxhju3r2L+fPn49ixY1V6Tm5uLrKzs0W9k0gbgwYNgrm5uWDt/f3331S0CIQuDxGDwxjDpk2basU08xqNBtevX8esWbPw/fffU8FC9O7+/fvo3bt3lQsW4PlCgNWZK0VXrKysYGlpWaVtJRIJWrdureeM/ic7OxtHjhwRrL3ajnpaiEG6ffs24uPjBZ0cSig8zyM+Ph7r169HaGgorly5QlN1E714cUttVlYWgOcTOM6fP7/ScSz/pdFo8N1336Fnz56wtrbWR6oVsrOzg6+vb5VmnLW3txd0IP+VK1fw4MEDwdqr7ahoIQYpPT0d27dvx2effSZ2KjWm0Wjw9OlTpKam4uLFizhx4gSuXbtGs10SncvNzcXZs2eRmJiIsLAwXLt2DfHx8cjIyADw/Fysbg/mjRs3cPnyZbzyyiu6TLlKFAoFJk+ejLt37xYXYOXx9PSEg4ODQJlpNxMuqTkqWojB+uuvvzBt2jTY29uLnUq1FBYW4syZM1izZg0uXLiAnJwcFBUViZ0WMQFRUVH46quvSv08JSUFa9eu1er24KoqLCzE5s2bRSlaAGDcuHFITk7GvHnzKtyuUaNGsLKyEigr7WfCJTVDRQsxWDExMXj8+DFatWoldipa4XkecXFx+Oyzz7Br1y4qVIjO3bp1S5QxJnFxcVCr1aJM/iiRSODn51fpys8+Pj7gOE6QnBhjuHfvniBtkedoIC4xWEqlEsuWLTOa232fPHmCHTt2YNy4cWjXrh22bt1KBQsxKY8ePRJ1/JW7uzukUmm5j0skEnTr1k2wfJRKJaKjowVrj1DRQgzc33//jbi4OLHTqFBhYSH+/PNP9O/fH2+++SY2b96M1NRUWgeImJwnT57gp59+Eu3c9vb2rvBysUKhQL169QTL59mzZzQ2TWB0eYgYtKysLNy8eRP169cXOxUA/xvIGBMTg9OnT0OlUuHcuXM4fPhwrbhFm9RuGo0Gv/zyCyZNmgQvLy/B23dzc0O7du3KvV27Xr16aNCggWD53Lx5E5mZmYK1R6hoIQaO53l8/vnn6NGjh+gDclNTU7F06VIcOnQIKSkptDorqZVSU1MRFRUlStFiZmaGWbNmISIioszbtrt16ybYIFye57Fr1y7qURUYXR4iBu/OnTtVmmpcX9LT07Fhwwa89NJLWL58Oe7du0cFC6m1NBoNbt68KVr7vXr1wsyZM0v9XCaTYfjw4YINws3OzsalS5cEaYv8DxUtxOBpNBrs2LFD0G80PM8jNjYWn376Kdq0aVM8RwR9qyIExZdGxSKXy0v9zNnZGf7+/oLl8PDhQ1q8VAR0eYgYhZMnT+Lp06d675LOz89Heno6vvvuO+zcuROJiYl6bY8QY3Tu3DlER0ejSZMmorRfVtESEBAAV1dXwXKIi4ujcWwioKKFGIXExERs3boVH330kc73HRkZiR07diApKQmXLl1CYmIi0tLSqFeFkHLk5uZi06ZN+OabbwS7HPNvrVu3hlwuLzGlgIuLS4W3Q+saLZAoDro8RIwCYwyrV6/GqVOndDZvS05ODo4fP46RI0fiq6++wm+//YbIyEi6XZmQKti5c2elU+rrS5MmTdCtW7figonjOLRt21bQHLRdv4noBhUtxGjExcVh4MCBGD16NO7evQulUgmlUqn1N56MjAysXLkSQUFBeO211xAZGamnjAkxXXFxcTh37pwobVtbW+PXX3+Fm5sbgOd3FXXv3l2w9hljog5Grs3o8hAxKvn5+dixYwdCQkKKr18HBgZi8uTJxbc6yuXyMhdMy8zMxM6dO7Fr1y7cv3+funcJqQG1Wi3qujvOzs6oU6dO8bgziUS47+A5OTmiFWy1HRUtxCglJycjOTkZwP/GpLzoKpZKpbCwsCj1nKKiIuTl5QmaJyGmLDw8HDzPC1owvGBtbY1x48bh+vXrsLW1hbOzs2Btx8XF4dmzZ4K1R/6HLg8Rk6BWq6FSqaBSqVBYWIiMjIxSQQULIbq1b98+US+vOjo6guM4NGjQoPhSkRAuXryI/Px8wdoj/0NFCyGEkGrJzMzEihUrRLvU2qJFCygUCvj7+8PMzEywdmlSOfFQ0UIIIaTaDh48iJiYGFHa9vT0RJ06dQRdmyw7OxuhoaGCtUdKoqKFEEJItWVmZop2J429vT0aNGgg6Fwx0dHRog5Aru2oaCGEEFJtjDHRLpdwHCf45HaFhYXQaDSCtkn+h4oWQgghNXLv3r1a80F+9+7dWvNaDREVLYQQQmrk1KlTtWaSxlOnTtGM2SKiooUQQkiN5ObmYtu2bWKnoXeFhYU0E67IqGghhBBSY4cPH0Zubq6gbTLGYGdnh7p16wrSnlqtRmFhoSBtkbLRjLiEEEJq7OHDh4iMjERQUJDe28rNzcXly5dx9uxZfPTRR2jVqpXe2wSerzafkpIiSFukbNTTQgghpMYKCwtx48YNve1frVbj9OnTmDBhAtq1a4f+/ftjz549aNKkiWDLCGzatEm0la3Jc9TTQgghRCcOHjyId999F1KpVCf7U6lUyMrKwunTp/H777/j7NmzJabPf/PNN8tcZ0wfVCoVQkJCBGmLlI+KFkIIITpx+fJlREZGIjAwsNr7yM7Oxo0bN7B7925cu3YNT548QWJiYqnbjBUKBV555RXB5mnJy8tDbGysIG2R8lHRQgghRCcyMzPx559/YsWKFVo9j+d5ZGZm4vTp0/jhhx8QGhoKtVpd4XOaNGki2FgWAEhPT0dOTo5g7ZGyUdFCCCFEZ65evQq1Wg2ZrOKPF6VSiZCQEJw5cwbXr1/HgwcPEB8fX+WJ2xo3bgyFQqGLlKskOjoa2dnZgrVHykZFCyGEEJ2JiopCbGwsGjRoUOoxlUqFlJQU3LlzB8ePH8fKlStRVFRUrXb69esn6BT+N2/eFG01a/I/Wg+5Pnv2LAYOHAhPT09wHIf9+/eXeJwxhs8//xweHh6wsLBAz5498eDBgxLbpKenY9SoUbC1tYW9vT0mTpxY6v7+W7du4aWXXoK5uTm8vb2xbNky7V8dIYQQQWVmZuLgwYO4cuVKiQgNDcWMGTMQGBiIPn364Pvvv692wSKRSODj46PjzMun0Whw9uxZwdojFWBaOnr0KJs/fz7bu3cvA8D27dtX4vFvv/2W2dnZsf3797ObN2+y1157jdWrV48VFBQUb9O3b18WGBjIQkND2blz51jDhg3ZyJEjix/Pyspibm5ubNSoUSwyMpJt27aNWVhYsF9++aXKeWZlZTEAFBQUFBQCh1QqZWZmZiVCJpPpdP+nT5/W9uOr2tLT05mPj4/ox7U2RFZWVoXvhdZFS4kno2TRwvM8c3d3Z999913xzzIzM5lCoWDbtm1jjDF2+/ZtBoBdvXq1eJtjx44xjuPY06dPGWOMrVmzhjk4ODClUlm8zccff8z8/PyqnBsVLRQUFBSmGW5ubiw+Pr66H11aCw4O1mnRRVF+VFa06HRGnsePHyMxMRE9e/Ys/pmdnR06dOhQvHT5pUuXYG9vj7Zt2xZv07NnT0gkEly+fLl4m65du0Iulxdv06dPH9y7dw8ZGRlltq1UKpGdnV0iCCGEmJ6BAweiTp06grWXlZVV6d1MRBg6LVoSExMBAG5ubiV+7ubmVvxYYmIiXF1dSzwuk8ng6OhYYpuy9vHvNv5ryZIlsLOzKw5vb++avyBCCCEGp3nz5oIOwv3vuEwiHpOZxn/evHnIysoqjvj4eLFTIoQQomMcxwnay6LRaHDy5EnB2iMV02nR4u7uDgBISkoq8fOkpKTix9zd3ZGcnFzicbVajfT09BLblLWPf7fxXwqFAra2tiWCEEKIaZHL5YKt6gwAqampuHPnjmDtkYrptGipV68e3N3dS1Sl2dnZuHz5Mjp27AgA6NixIzIzM3H9+vXibU6dOgWe59GhQ4fibc6ePQuVSlW8TXBwMPz8/ODg4KDLlAkhhBgRb29v+Pn5Cdbeo0ePSn3RJiLSdhR1Tk4OCwsLY2FhYQwAW7FiBQsLC2OxsbGMsee3PNvb27MDBw6wW7dusUGDBpV5y3OrVq3Y5cuX2fnz51mjRo1K3PKcmZnJ3Nzc2JgxY1hkZCTbvn07s7S0pFueKSgoKGp59O/fn2k0Gm0/uqrtl19+Ef0116bQ+S3PISEhZTY0duxYxtjz254XLFjA3NzcmEKhYK+88gq7d+9eiX2kpaWxkSNHMmtra2Zra8vGjx/PcnJySmxz8+ZN1qVLF6ZQKFidOnXYt99+q1WeVLRQUFBQmF58/fXX2n5s1cicOXNEf821KSorWjjGGIMJys7Ohp2dndhpEEII0RFzc3OEhIQgKChIkPY0Gg1effVV/PPPP4K0R57fXl7RmFSTuXuIEEKIafPx8UFAQIBg7SUkJODGjRuCtUcqR0ULIYQQoxAUFARra2vB2ouMjCx3QlMiDipaCCGEGIU2bdoI2l5ISAg0Go2gbZKKUdFCCCHE4HEcV2qmdH2jW50NDxUthBBCDJ5CoYC/v79g7RUWFtKkcgZIJnYChBBCTJuFhUWZU+/n5+cjMTERPM9Xug83NzdBZ8JNTk7GvXv3BGuPVA0VLYQQQvTG3t4eo0aNwrffflvqsfz8fJw4cQInTpzAzZs38ejRI2RnZ5dZxDRq1Ag2NjZCpAwAiImJQW5urmDtkaqhooUQQojeTJ06FYsXL4ZMVvrjxtraGm+99RbeeustFBYW4smTJ4iJicH58+dx4sQJ3LhxAwUFBQCAHj16QCqVCpb3xYsXoVarBWuPVA0VLYQQQvTG0tKyzILlv8zNzdGwYUM0bNgQPXv2xKeffopbt24hNDQU+fn5GD58uADZPscYw5UrVwRrj1QdFS2EEEIMjlwuR9u2bdG2bVvB2y4qKkJcXJzg7ZLK0d1DhBBC9MLa2hqtW7cWOw2tJScnU9FioKinhRBCahGO48BxXKmfs+cL6Oq0LT8/P/Ts2VOn+xTChQsXkJqaKnYapAxUtBBCiIkyMzODhYUF6tatiyZNmsDCwgL9+/eHo6NjqW0TExPxwQcfIDMzU2ftS6XSMgskQ5eYmKjzAo7oBhUthBBiAszMzCCRSODg4ICuXbuiTp06GDJkCLy9veHo6FjhyrkAwPM8du/ejQMHDugkH47jMGrUqCoNwjU00dHRYqdAymF8ZxMhhNRyMpkMCoUCLi4u6NOnD1xdXdGrVy/Y29vDwcEBderU0bqHQyKRoHPnzjorWpo3b45Ro0YZTU8LYww8z+Phw4c4efKk2OmQclDRQgghBkwqlcLGxgaWlpZo3rw5vLy8MHDgQDRr1gz29vZwdnbWWVvNmzeHRCKp0gy1lXF3dy/zMpShSk1NxS+//ILdu3fj0aNHYqdDykFFCyGEGAipVIoGDRrA0tIS3bp1Q926dVG/fn20adMGFhYWcHBw0OsEay/a1sVMsMbSw/KCi4sLPv74Y0yYMAFRUVHYsmULgoODkZCQQONbDAgVLcQo1alTB0FBQZBISt61//jxY9y4cUMn3xQJ0Sdzc3M0bdoUZmZmaNKkCYKCguDo6Ig+ffpAoVBALpcL/sFva2sLKyurGhctHMehXbt2Rle4mJmZwdPTE56ennjllVeQmJiI06dPIywsDKdOncKdO3eKZ+gl4uCYiZaQ2dnZsLOzEzsNogddunTB+vXr4efnV+qx7OxsLFiwAOvWrUNRUZEI2RFSEsdxkEql8Pf3h4uLCxo2bIgePXrA19cXrVq1gkwmM5i7bDQaDV599VX8888/NdqPt7c3zp49C19fX90kZgDy8/Px4MEDhISE4PPPP0dOTo7YKZmkrKysCgeNU08LMSr9+/fHzz//XO4fQ1tbW3z33XcwMzPDH3/8gbS0NGETJLWahYUFzMzM0KpVKzg6OqJ58+Zo06YN7Ozs0KZNG1haWpY7T4ohkEql6NWrF06cOFGj3srOnTubVMECPF+OIDAwEL6+vvjhhx+oaBEJFS3EKHAch/79+2PNmjXw9vaucFu5XI5ly5ahQYMGmD9/PjIyMgTKktQmZmZmcHZ2xsCBA+Hu7g5bW1v06dMHlpaW8PLygpmZmcEWJxWZNGkSfv/9d9y9e7daz5fL5fDx8dFxVoT8P2aisrKyGAAKE4m2bduy1NRUrc4BnudZaGgo69mzJ+M4TvTXQGFa0atXL5aYmMg0Go2e/oqJQ6lUspYtW1b7uAQEBLDs7GyxX4beZGZmsrp164p+/plqZGVlVXj8ae0hYvBatGiBzZs3w8nJSavncRyHDh06YP369XB1ddVTdqS2Mjc3h6ura6nB4MZOKpXCwcGh2s9/MYcMIfpgWr9txOS89tprOHbsGPz9/au9D29vb3z99ddaFz2E1EZSqdTkxqMQ00FFCzFIEokEI0aMwO+//w5PT88a72vcuHE4cuQIOnfuDA8PD6OcWpwQobi7u1f7uV5eXib9+5WTk4O8vDyx06i1qGghBkcqlWLs2LFYv369zmb7lEql6NChA4KDgxEWFoa2bdtWe18ymQxmZmZlhqldKiC1U03mWOnWrZtJ/x48fPhQp4tKEu2YbjlMjJJCocCECROwfPlyWFhY6Hz/FhYWsLCwwA8//ICtW7dCpVLh4sWLePDgAdRqNVQqVbnP5TgO7du3x6JFi8q91JSRkYHMzEzs2LEDR48eRWFhIc2maaLUajUYY0Z5h1BlWrduDQ8PDzx79kzr58rlcj1kZDgiIiKg0WjETqP2EmS4tQjo7iHjCycnJ7Zu3TqmUqkEPVeePXvGoqKi2CeffFLuXUZSqZS9++67LDk5uUr7zMnJYREREWz8+PFMLpeLfmwpdB8tW7ZkSqVSz2eneJYuXcokEonWx+Wnn34SO3W90Wg0rH///qKfe6Ycld09REULhUGEnZ0dO3LkCON5XrRz5unTp2zevHlMKpWWyu/dd99lOTk5Wu+zsLCQ9enTR/TjS6H78PX1rfQPrDGLjo5m1tbWWh8XUy5a8vLyWEBAgOjnnikH3fJMDJ6DgwP++OMP9OvXT9Sudk9PT0yYMKHEZSmpVIo333wT33zzDaytrbXep0KhgKWlpS7TJAYiJSUFT548ETsNvZFIJCZ56asmwsPDER0dLXYatRoVLURUvr6+2Lp1KwYNGmQQfyA5joOVlRXs7OxQp04dLFiwAL/99hscHR2rvc9Zs2ZhxIgRMDMz0+sKvURYBQUFJl20WFlZVavgjo+Px5MnT6BUKvWQlbh27dqFwsJCsdOo1WjBRCKazp07Y+PGjWjUqJHYqRR79OgRrly5gs6dO0Mul8PV1VUnxVRiYiLi4+Nx9uxZfPjhhzrIlBiCESNGYOvWrSZ5t0x2djYCAwMRExOj1fNkMhlsbW3RuHFjtG3bFqNGjUKjRo3g6OhoEF9Mqis3Nxft2rWr9vIGpGpowURikLp06YKtW7dWuo6Q0BwdHdG+fXud5+Xu7g53d3ckJCSA4zi6o8hEPHnyxGTfSysrK9SrV0/rokWtViM9PR2hoaEIDQ3Fb7/9Bjc3N/Tv3x8DBw5EvXr1ULduXaO7bPrgwQOtjwXRPSpaiKA4jsPQoUPx888/12gCK32xt7eHvb292GkQIjqpVFqjy6IvKJVKxMXFYe3atfjll19gaWkJHx8f9OzZE/3790f79u2Nolf82rVrdGnIAFDRQgQjl8vx3nvvYdGiRRV2/5kyNzc3BAYGIjw8XOxUiA4kJSUhJSXFIAtwQ8TzPHJzcxEVFYWoqCj8/PPPaNasGbp164Z27drB19cXAQEBNVr7SB8YY/jnn3/EToOAihYiELlcjoULF2Lu3LkwMzMTOx3RdOjQAXPmzMGYMWPEToXoQHR0NA4dOoRJkyaJnYpR0mg0uHXrFm7dugUAMDMzg7e3N3r37o2XX34Zr7zyCmxtbUVfFiAvL684RyIuKlqI3jk4OGDx4sV49913a3XB8kKbNm3g6+tL18dNxKVLl0y2aAkMDER2dnbx/xljuH37drVmyq0KlUqFR48eYd26dfjtt9/g6emJgIAA9OzZE0FBQahfv74oK2uHh4cjLi5O0DZJOfQ+G49IaHI5wwg3Nze2adMmUSeNM0RRUVGsQYMGor8/FDWPDh06sKKiIrFPKZ347+8pz/NMo9GUiD179pQ7c7Q+w8zMjLm7u7NBgwaxxYsXsxs3brD09HRBjsvUqVNFP89qS1Q2uRzd8kz0guM49O3bF99//z2aNm0qdjoG6dixYxg3bhySk5PFToXUQLNmzXDt2jWYm5uLnYrWUlNTkZ6ejri4OFy8eBFpaWn4+uuvK5xI8fbt2xgxYgQKCwuhVqsRFxcHnucFzPo5CwsLeHh4YODAgRg3bhwcHBzg7u4OhUKh03Y0Gg169uyJ06dP63S/pGyV3fJMPS0UOg+FQsHGjh3LMjMzxT4NDBrP8ywkJISNHz++Wmu8UBhGeHp6stTUVLFPJ63xPM9GjhzJrKysmEwmYwDYK6+8UunaXzzPs7y8PJaTk8PS0tJYr169RH8PLCwsmL29PWvbti2bN28eCw0NZWlpaTrp4U1OTmYeHh6iv8baEpX1tNCYFqJTNjY2+OmnnzBq1CiTX+21pjiOQ/fu3eHs7Ixz584hJiYGarVa7LSIltRqtSg9DWXheR5FRUXIyclBZmZmhRM3chwHe3t75OXlgeM4ODs7o1evXpUOeuU4rsQcK7169UJwcLDOXoO2rK2tMXHixBI5HT9+HDdv3oSFhQW8vLzQsGFDeHp6VmtG6kePHiEtLU2XKZMaoKKF6ISZmRnq1q2L7777DoMGDTLIGUIzMzNhZWVlcIOBmzZtitDQUEycOBEHDhwQOx2iJcYYNBqNqDnk5ORg3bp1uHLlCh48eIDk5GQEBQVhz549Fc5CO3LkSPj4+MDT0xPdunWDh4eH1m2PGDEC3333HVJSUmryEqrNz88Py5YtK/NLEs/zSE9Px8WLF3HgwAG4ubmhbt26aNasGaysrKo0Q29wcDCKior0kTqpjhr3nRkoujwkXEgkErZmzRqWkpIi9tterpiYGHb16lWmVCrFTqVc8fHxzNPTU/T3k0K7kEqlbPHixaKeO0+fPmUuLi4l8ho4cKAgA+DVajXr37+/aMe/a9eulV7SYoyxoqIidv/+fbZ9+3a2Zs0a9uWXX7Lg4GCWmJhY7vMzMjKYv7+/6OdYbQq6PET0iuM4DBo0CG+99ZZBDnxmjCEqKgoKhQJt27YVO50K1alTBzNnzsTHH39sslPDmyKNRoOjR49i3rx5OplPRK1WIycnBzk5OcjIyMCtW7fQpEmTCs9fV1dXBAUFITQ0FI0aNYKnpycmTpwoyFo/UqkUnTt3xpEjR/Te1n9ZWFhgwIABVTruZmZmaNSoUfEls9jYWJw7dw7BwcFIS0uDi4tLqd6apKQkWtXZ0FSjsDYK1NOi/+A4jg0ZMoRlZGSI/XaXSaPRsFOnTrGoqCixU6my2NhY5ubmJvp7S6FdeHl5sadPn+rkHDhx4gTz8vJiDg4OzMLCggFgU6ZMqfR5z549Y8+ePWNFRUWCTzFw7NgxUW6DnjVrFlOr1TXKned5lpqaynbu3MnGjRvHPDw8RHktFM+jsp4Wwxt4QIyCRCLB6NGjsXHjRoNcq6eoqAjBwcGoU6eOUd1y7e3tjQ8//NAgxwSR8j158gR///23Tval0Wjw7NkzZGRkoKCgAJaWlvD09Kz0eR4eHvDw8ICZmZngqynb2dkJPmttmzZt8Mknn1RrcO2/cRwHJycnDB8+HBs2bMDly5exbt06dOnSBb6+vqLPxktKoneDaE0ul2PWrFn4/PPPDXKl1qKiIty5cwcdOnQwyIKqIhzHYeLEidi4cSNu374tdjpEC/fv34dSqSz1c5VKhevXr2PHjh3Izs7GV199BV9f33L3ExAQgBkzZsDBwQEuLi7o2LEjmjRposfMa87NzQ0WFhZQqVSCtdm7d2+4urrqdJ8cx8Hb2xuTJ0/GhAkTkJ2djStXruCvv/7CkSNHkJmZqdP2iPZocjmiFTs7OyxYsADTp083uLtwgOfv+927dxEQEGCQBVVVTZo0CevXrxc7DaIFBwcH1KlTp9TP1Wo1Hj9+DKVSCVtbW9y8ebPCosUYZWdno1WrVnj06JFgbX722Wf48ssvBWmL53lcvXoVw4cPR3x8vCBt1laVTS5HPS2kypo2bYoffvgBvXr1Erz7uSqSkpIQERGBl156SeezYgqta9eu+PPPPwX95kpqJiMjAxkZGRVu069fvypd6jE2lpaW8PHxEaxokUgkaN26tSBtvWivVatWcHJyoqJFZHThnFRJjx49cPjwYfTu3dsgC5bExETEx8eje/fuRl+wAM/nvpg9e3aNr9cTw+Lj42OSky7KZDIEBQUJ2qaxXfolukFFC6kQx3Ho3bs3tm3bhnr16omdTpni4+ORmpqK1q1bm8ygOblcjs8++wwvvfSS2KkQUiUODg6CtMNxHOrUqVPmpThi+qhoIeXiOA5vvfUWtm7dCjc3N7HTKVNsbCzUajUCAgJM7o4ba2trfP/999WapZQQU9W3b1+cP3++wiUKiOkyrb/yRGdkMhnmzp2LNWvWwMnJSex0SmGM4fr161Cr1QbbA6QLbdq0wbJly+gyESH/z9XVFXXr1jXIy9RE/6hoIaVIpVIsXLgQixcvrniJcJFoNBrcuXMHHh4eaNCggdjp6N3gwYPRsWNHsdMgxCCI0aPK8zxOnDhR6UBron9UtJASzMzM8Pbbb2P27NkGOaCV53lERETA3d3dJO/CKIu1tTUWLlxIAw9NQEpKikku0cDzvCCvi+M4dO3aVe/t/JdEIoFMJsP06dPx+uuvG+TfxlqjRvMfGzCaxl/7sLa2ZuvWrWOFhYViv31lKiwsZOfOnTPohRn1hed5dujQIebh4SH6eUJR/fD19TXYZS+qIz4+nm3bto3169ePNWzYUO/Hr1evXqL//ufl5bGBAweKfi6ZatCCiaRK2rRpg+XLl+Oll14yyAGtycnJuH79Onr06AFzc3Ox0xEcx3EYMGAAfvnlF0ybNg1xcXFip0SqISUlBfHx8UbVa1ZYWIi8vDw8e/YMhw4dQm5uLgCgoKAAu3btQkJCAnie13seLi4uWLBgAZydnfXeVkUsLS2pp0VM2laZZ86cYQMGDCj+xrdv374Sj48dO7ZU5dSnT58S26SlpbG33nqL2djYMDs7OzZhwgSWk5NTYpubN2+yLl26MIVCwby8vNjSpUu1ypN6WqoeHTp0YLGxsdqeCoJJSUlhgwYNYps2bRI7FYNw7949Vr9+fdHPG4rqxXfffSf2KVQupVLJ4uPj2cmTJ9nMmTPZ+PHjWWBgIPPw8GDW1taiHreJEyeKfXiKvf7666KfR6YaOu9pycvLQ2BgICZMmIChQ4eWuU3fvn2xcePG4v//tyodNWoUEhISEBwcDJVKhfHjx2Py5MnYunUrgOdTQvfu3Rs9e/bEunXrEBERgQkTJsDe3h6TJ0/WNmVSgQ4dOmD37t3w8vISO5Uy5ebmYvz48Thy5AiGDRsmdjoGoXHjxti1axc+++wzHDt2TOx0iJYKCwvFTgE8z6OwsBBKpRJPnjzBqVOnEB8fj8uXL+P27dvIyckxuNmY6Q46AlRjGv9+/fqhX79+FW6jUCjg7u5e5mN37tzB8ePHcfXqVbRt2xYAsGrVKrz66qv4/vvv4enpiS1btqCoqAgbNmyAXC5Hs2bNEB4ejhUrVpRbtCiVyhKLlWVnZ2v70mqdfv36YcOGDeW+V4Zg//79OHbsmEkOXqyJ1q1bY82aNRg8eDBu3rwpdjpEC0IvuscYQ2ZmZvEUAY8ePcKxY8cQHR2N3NxcZGRkIC8vT9CcCKm2mnSRAWVfHrKzs2MuLi6scePGbMqUKSw1NbX48d9//53Z29uXeI5KpWJSqZTt3buXMcbYmDFj2KBBg0psc+rUKQaApaenl5nLwoULRe/WMqZ47bXXWFJSUk3efr3ieZ4dO3aM+fv7F+dMl4dKu3nzJmvZsqXo5xNF1SMgIIDl5+fr/FzgeZ4VFRWx1NRUFhISwrZs2cLmzZvHBg8ezPz9/ZlUKmUcx4n++rUNuVzOhg0bxk6dOqXzY1ZddHlIfyH4QNy+ffti6NChqFevHh4+fIhPP/0U/fr1w6VLlyCVSpGYmFhqOXGZTAZHR0ckJiYCeL6OzH8nDHsxI2tiYmKZ00XPmzcPs2fPLv5/dnY2vL29df3yTMIrr7yCX375RefLuutSXFwcJkyYgISEhOKfMeptKaVFixbYtGkTXn31VTx58kTsdEgVJCcnIzk5GT4+PjXaT1FRER49eoTLly8jMjIS9+/fR2JiIp49e4akpCSDu7xTXUOGDMHmzZsNclV5IjydFy1vvvlm8b+bN2+OFi1aoEGDBjh9+jReeeUVXTdXTKFQ0IjuSnAch759++LXX3816EtCAKBSqZCTk1PiZydPnsTw4cNhYWEhUlaGqXnz5pgxYwbmzp0rdiqkClJSUhAREVHlokWlUiEpKQnPnj1DbGwsYmJiEB0djZs3b+Lu3bvIysrSc8bicnV1pYKFFNP7Lc/169eHs7MzoqOj8corr8Dd3R3JyckltlGr1UhPTy/+IHV3d0dSUlKJbV7839A/bA2VXC7HqFGjsHz5csEWNqsujUaD/fv3o6CgoMTPt2zZghYtWmD27Nk0hfd/WFlZiZ0C0UJ541qKioqQmpqKuLg4nDt3DtHR0Xj8+DGuX7+OnJwcqNVq6nEktZrei5YnT54gLS2teNG3jh07Fg8Ka9OmDQDg1KlT4HkeHTp0KN5m/vz5UKlUxRV2cHAw/Pz8DP4D1xDJZDIsXLgQc+fONfhvLGq1GsuXL8cXX3wBjUZT4jGNRoMvv/wSbm5uGDlyJN1NQIwSYwzz58/H3r17Sz2WlJSE+/fvIzs7G0VFRSJkR4iB03YAUk5ODgsLC2NhYWEMAFuxYgULCwtjsbGxLCcnh3344Yfs0qVL7PHjx+zEiROsdevWrFGjRiVmWe3bty9r1aoVu3z5Mjt//jxr1KgRGzlyZPHjmZmZzM3NjY0ZM4ZFRkay7du3M0tLS/bLL79UOU+ap+V5yOVy9sknnxjsLLf/plKp2PLly5lCoajwNVlYWLAFCxaUmtunNluzZo3o5xoFhT7igw8+EPvXq4TCwkLWuXNn0Y+LqUZlA3G1LlpCQkLKbGjs2LEsPz+f9e7dm7m4uDAzMzPm4+PDJk2axBITE0vsIy0tjY0cOZJZW1szW1tbNn78+Aonl6tTpw779ttvtcqTipbnMWrUKKZSqbR9mwWn0WjY5s2bmbm5eZVel0QiYZMnT2YFBQVip24QqGihMNWYOXOm2L9ejDHGUlNT2c2bN9mxY8eYq6ur6MfFVEPndw917969wmuqf//9d6X7cHR0LJ5IrjwtWrTAuXPntE2P/IerqytkMsNfrWHz5s2YPn16lSfe4nkef/zxB7p3746RI0fqOTvDV9HvJCHGqE2bNhg0aBCGDBkidioAAAsLC7i6uuLw4cOwtrYuNTaTCMPwP82ISWOMYc+ePfjwww+1nhCwqKgI06dPh6urq17vTDN0hYWFCA0NFTsNQnTGxcUF27dvR8OGDcVOpZilpSUsLS3x6aefYuTIkdiyZQuOHDmCiIgImpxPQBwz0a9o2dnZsLOzEzsN0c2aNQsrVqwQO40yMcawYcMGzJ07FxkZGdXej6+vL3bs2IH27dvrMDvDx/M89u7di/3792Pv3r2l7rYixBhZWlrit99+w5tvvmmQi7f+m1KpxK1btxASEoKoqCgkJiYiPT0dN2/eNJl5coSWlZUFW1vb8jfQ+4VAkdCYlucxa9Yssd+KMmVlZbF169YxJycnnbxOX19fdu/ePbFfliCKiorY9evX2e7du5mPj4/o5xgFhS7Dzs7OoBdwrYhGo2H5+fls+fLloi8waawh+Iy4xLAYYrV//fp1vPvuuwgPDy91W3N1xcTEYMKECdi1a1fx7fWm6t69e+jRowdycnJoLIuBcHJywsSJE2FtbV3i5xkZGfj111/p8oEWZDKZwfewlEcikcDCwgIzZ85EYGAgTpw4gf379yM+Pp7OAV0Rpv4UHvW0PA8vLy92+/Ztsd8OxtjzbyHr1q1jbm5uenu9vXr1YmlpaWK/VL1Qq9Xsl19+YUOGDDHKNWRMMTiOYw0aNGAHDhxgPM+X+Z6NHz+e3i8ton379qyoqEiE3zDd43me5eTksBs3brC1a9eyHj16MFtbW9GPsSGHzm95NhZUtPwvGjduzCIiIsR+S9jOnTv13mXKcRwbMmQIS05OFvvl6lxERAR1ORtQmJubs+nTp5ea0uG/nj59yry8vLTev5mZGbOzsysVcrlc9Neuz+jSpQtTq9UC/VYJS6VSsYiICLZo0SLWtWvXKk/xUJuCihYKBjwvXC5cuCDKe6FSqdjq1asFm9vgReGSnZ0tyuvVlxs3bpj8B5axhJeXF9u+fXuVP1w3b97MbGxstGpj+PDhLDY2tlQcOXKEtW3blllYWIh+HHQdCoWCffLJJ3r+TTIMSqWS9e3bV/RjbmhBRQtFcTRu3JhFR0cL+j7Ex8ezadOmCf6NguM4NmPGDKZUKgV9vfoSHh7OZs2axaRSqejnUW2Ptm3bsuvXr2v1/mk0GjZr1iwmkUiq3M64cePK3V9OTg67cOECW7BgAWvatKnJXH5q3749y8vLq+mvi1HgeZ4NHDhQ9GNuaEFFC0WJePPNN1lmZqYg78HFixdZ165dRXutMpmMrV27VpDXqkuFhYXsp59+Yp999hkbO3YsGzVqFAsICBD93KntYW1tzaZPn85SUlKq9b6mpaWxwMDAKrdXUdHyb0lJSWz9+vUsKCiImZubG20Bw3Ec++mnn6p1bI0RFS1lB909RErYsWMH8vLysGnTJtjb2+ulDcYYgoODMXXqVDx69Ejn+5dKpbC3ty9e/NHOzg49evRA48aNS63+bGx3Emk0Gmzbtg0LFizQerI9oj9169bF6tWr0a9fv2ov1Ono6IhVq1Zh8ODBSE9Pr3T7qrbj6uqKiRMnYuTIkXj48CEOHDiAP/74A48ePTKqu8vq1q1Ls1uTSlHRUsswxnD48GF89NFHWLt2rc5XSlapVDh06BCmTp2q1TTXHMfBxsYG9vb2xbc7urm5wdfXF7a2tmjSpAns7OxgZmYGb29vNGzYEBYWFgAAhUJR6lbT/+Ykk8lKFTSG5u7du/jiiy9w7NgxKlgMhFwux6BBg/D111+jUaNGNd5fly5d8N133+HDDz+ERqMp97Z1juPQuXNnrfZtaWmJ5s2bo3nz5pg0aRJ27dqFHTt2ICIiAllZWTXOXd8UCkXx7zQh5RKgF0wUdHmo4rC0tGRr164t8zbN6tJoNOynn36qdLCoRCJh8+fPZzt37iyOvXv3sgcPHrCMjAyWnZ3NsrOzdTYeJTU1le3atUunr1XX7t+/z4KCgkocJ47jygyxz53aEg4ODuzHH3/U+e23RUVFLC4ujkVERDBPT88y2/b19WXPnj2rcVsqlYodPXrUoAdwy2Qy5ubmxgYMGFCrFkCly0NlB10eImXKz8/HvHnzUL9+ffTq1avGvRBFRUXYsmULFixYgKKiogq3VSgUGDVqFJo0aVKjNqvKwcEBFy9ehJmZGQYNGiRIm1Wl0Whw7NgxzJs3D5GRkcU/b9CgAX744YfiS2AvqFQqXLt2DVeuXEF0dDTi4uIqPd5EOxzHoX379vj666/x8ssv67yH7kVvoa2tbbk9nc7OznB2dq5xWzKZDN7e3gY7WduYMWPw1ltvISAgAC4uLlAoFGKnJJjCwkKo1Wqx0zA+AhWVgqOelqqFi4sL+/vvv2vUC/Hw4UM2c+bMKn+bs7CwEHzCu++++455enqy8PBwQdstD8/z7Pr162zatGnM0tKy1DHq168f02g05T5fo9GwrKwsdunSJfbHH3+w8ePHMx8fH4P+Rm0MIZFI2OTJk1l6errez4HMzEzm7e1dZh5t27bVWQ9PRESEQc0H8u9ewz/++EMnr9HYFBUVsddff73M3/3aHnT3EEWl4ezszC5fvqz1MeZ5niUkJLAOHTpo1Z4YRUtERASztLRkHTp0YI8ePRK07f/ieZ7t3r273HlrOI5jq1ev1nqfKSkp7OrVq2z9+vVs5syZrF+/fszBwYGZmZmJfo4ZQ1hbW7MvvvhCsFtua1vRYmlpyWbNmsX2799fHE+fPtXJazQ2SUlJzN3dXfT3xBCDihaKKoW/vz+Lioqq8vFVKpVsw4YNrEGDBlqPsxCjaMnMzGRvv/02s7CwYF27dhVt4jme59k///xT4UR7dnZ27OHDhzVuS61Ws5iYGHbu3Dm2fv16NnnyZNawYUNmZWVF8738J4KCglhISEiFvVu6VpuKFnNzc7ZmzRqTnelWW2FhYUyhUIh+3htiUNFCUeXo1KlTlbvFL1y4UO2uTTGKFsaeT8jl7+/PJBIJmzlzJsvPzxc8h0OHDlU6M3CbNm1YYWGhztvmeZ5lZWWxu3fvsuDgYPb555+zoKCgWl3AWFlZsalTp7LU1FSdH+/KVFS0tGzZkmVlZelk8Pj169dF/4D08PAQ5RgbqqtXr1IPaDlBA3FJlV26dAlvv/02tmzZAltb2zK3UalUuHr1KiZOnIj8/HyBM6yZF4MeeZ7HqlWrYGZmhm+++QYymTC/BuHh4Zg8eXKlt4I3btxYLwMSOY6Dra0tbG1t4efnh549e2LOnDno3LlziUHAtYWnpye+/fZbvPXWWzq/9f+/wsPDcePGjeL/Z2Vl4fbt28jIyChz+8jISLz88svw9fXFoEGD0L17d3h5eWk9KFipVOL777+HUqmsUf66YOhTDghJV6vb10ZUtJBijDEcPXoUM2fORI8ePcr8I3Pq1Cns2rULubm51W6nqKgIycnJVb57SK1W67yw0Gg0WLlyJZo2bYq3335b73dXHDx4EAsXLkRCQkKl25qbm+s1l3+zsLCoVXdsAIBEIkGPHj3w448/IiAgQJA2mzdvjqZNmxb//8iRI5gzZ065k7+p1Wpcv34d169fR5MmTTBmzJhqtXv37l3s37+/Ws/VFZlMBrlcLmoOhiQzMxN///03VCqV2KkYJSpaSAk8z2Pjxo3YuHGj3trQaDS4e/cuunXrVqXt9dUTolQqMX36dCiVSkyePFkv3wR5nsfq1auxZMmSKhUsAODj46PzPMhzlpaWmDdvHmbMmAEbGxvB2pVKpSV6c6p6Tvv7+6Nx48bVbvfgwYMoKCio9vNrytfXF7///jucnZ1hZ2cnWh6G5Pvvv8d3330ndhpGi4oWIorY2FjB25TJZPD19cXdu3eLf5aTk4OPPvoIbm5uGDRokE4LlxdT8i9durTKBYtMJkOXLl10lgN5juM4BAYGYv78+Rg6dKjBzlvyX1OmTKlyLwtjDDzPF/fe5OXlid7L8tprr+Hll18WNQdDotFocPHiRZpbqQaoaCGiKK9bXJ/MzMzQrVs3HD9+vMTPs7OzMXHiRFhYWKBPnz46aYvneVy4cAFTpkxBXl5elZ9nbW2Nhg0b6iQH8py5uTmmTJmC+fPn62TCNl17UUz/t/eloKBAq96JnJwcZGZm4uDBg9iyZQuKiopw69YtXadbZRKJBG3bthWtfUPE87xWfw9IaVS0kDJJJBJMmDABgYGBJX7OGMPBgwdx4sQJkTKrmdatW8PMzKzU9eT09HRMmTIFhw4dqvE4h8LCQvz000/44YcftP4D5ebmBicnpxq1T/7H3d0dy5cvx4gRI/Q+2LYsqamplRZK7u7uOHv2bKkFTJOTk2FlZVXltl4Msi4oKEBoaGh10tUZjuPw7rvvljsDdWpqKi5evFj85UWlUkEqlaJRo0bw9/cXbHC80HJycoxiHShDZppnBqkxd3d3LF68uMxVkkeOHIk33ngDISEh1d5/YWFhTdKrtnbt2sHDwwNxcXGlHouJicGQIUOwZ88etGjRolr7z83NxfTp07F58+ZqTdEdFBSk1QdVTeXl5ZnkH1GJRIJu3bphxYoVCAwMFPTOldzcXPzzzz+4du0ajh07hubNm5dqPz4+vvgDm+M4WFpallos0JjHNjVr1gxfffVVuXchRkZGYtiwYSXuouE4DlZWVujUqRPefvttDB8+vNQyFsbu3r17ePjwodhpGDUqWkiZRo4cCXd39zIfc3Z2RsuWLWtUtDx79qzaz60JGxsbLFy4EFOnTi3zunJ0dDSGDBmC5cuXaz3Ghed5/P3339ixY0e11xQp764tfYmIiBBlfJE+WVlZYdasWfj4448rXP1bH9RqNSZPnoxdu3YVnwPh4eGC5mAIunfvDkdHx3Ifr1evHnx8fPD06VMA/7sdWq1W4+zZs7h27RqePHkCFxcXeHp6wt/fH15eXqL0lulKamoq/vzzT7rduYaoaCGleHl54YMPPtDrh6dSqQRjTPC5G2QyGTp16lThH79Hjx5hypQp8PT0RPv27au0X8YYfv31V8yZM6fa89eYm5ujVatW1XpudR09etRkbr3kOA6NGjXC119/Lcpg2/z8fFy+fBknTpyo1QvhOTo64q233qpwm7p16+LcuXNIS0sDgFK/j4mJibh//z42bNiA+Ph4FBYWYurUqXj11Vfh5+dXbg+OIdu+fTt+/fVXUcbzmRR9zvonJpoRt/oxa9asSmfinDVrFpNIJEyhUJQKiURSaRv+/v4sJydHoLOhpDt37jALCwsmkUiYg4MDc3JyKhG2trYMAKtbty4LDg6udH95eXksODiYubm51ei4u7i4sISEBAGOwHMajYb16NFD9PNNF6FQKNicOXNYUlKS3o6XSqUq97H4+HjWvn17Zm1trXXu3t7eLDMzU2d5Ll26VLT3QS6Xs/Xr1+tkJl/Gns9inZSUxHr16sVcXFyYu7s769SpE5s+fToLCwvT2VIHQhg1apTovyfGEDQjLtFKnTp1MHv27Cr1gPTs2RPLli0rte2DBw+wf/9+BAcHIykpqcznFhQUgOd5neRcHVZWVliwYAFGjRpVauKr5ORkDB06FA8fPsTMmTNx/PhxeHl5lbkftVqNf/75B2+++WaNZx1t1KhRhV3qusbzvEHMlFpTvr6++P777/Haa6/pdQxEZGQkHj9+XKpX4N69e9i5cyeuX79uEN+i4+PjRWvby8sLb7zxhs56UK2trWFtbY29e/ciNzcXeXl5GDBgAH7//Xfs3LkTM2bMwDvvvGOQd4X9G2MM2dnZYqdhEqhoISUMHz4cderUqdK2jRo1KnV3EQC0aNECQ4cORWxsLH7//Xf8+OOPNZpBV9cUCgV27tyJoKCgUoMfAcDV1RX169fHw4cPERUVhVGjRuHgwYOlbj9ljGHFihVYsWKFTj78u3btKujMoYWFhZUuKWDIOI5D+/bt8fPPPwtya+3t27cxevToUj+vaaGSnZ2NpUuXFp+LdevWxYABA6p1F1lhYWGJ5QKE5uHhoZcZll8UL4wxHDt2DCqVCowxrF69GsOHD4ePjw9kMhl8fHzQpk0bNG7cGPXr1zea+XhI1VHRQorJ5fIqDT4tKCjA5cuX0bVr13K34TgOvr6+WLRoEXr37o3Nmzfj0KFDSExMBPD8FkexxlLUqVMHnp6e5f5xlUgk+PTTT9GiRQucP38e165dw6xZs0p9iGRlZWHv3r3F1+VrqkGDBjrZT1WlpqYiPT1d0DZ1xcHBATNmzMC0adP0dou4UqlEYWFhcUGalZWll56UrKwsLFmypPj/lpaW2L59O3777bdye/jKExERIdrAXysrK8yfP1+vhfeLvysvLF26FAcPHsTjx49x7tw5HDhwAFlZWbC1tcUbb7yBxYsXG3wvDNEOFS2kWMeOHREUFFTpdoWFhVW+40QikeCll15Cly5dMHfuXHz//ffYsWMHcnNzkZubK8qcJFX5o9q9e3d0794dubm5OHfuHA4dOoSoqKgSBUp6enq5C95py9zcHG3atNHJvqrq5MmTOstfSIGBgfj555/RuXNnvQzkLioqwooVK7Bjxw5kZmYWz7UjxG36MpkMGzZsQPPmzUvN21IVq1evFm0h008++QQ9e/YUtE1zc3O88cYbAICZM2ciJSUFt2/fxpUrV5Cfn481a9Zg7ty5ZfaoEuNERQsB8PySyYwZM/S2WN+LOzvWrFmDadOmYfLkyQZx/b8y1tbW6NevH/r16wee50vcrpidnY1Nmzbh0KFDAICnT58iOjoajDGtX5udnR08PT11mntFsrKysGrVKqN4D/7rgw8+0MtSB4wxPHz4ED/++CN+++03UaZa5zgO9evXL7G4YlWlpKTgzJkzesiqary9vUWdV0WhUMDLywteXl7o3bs3AODixYvIzMwUvWjJysoymbv0xEZFCwHwfFKzV199Ve/tSKVSNGvWDM7Ozrh//36Jrl5DJ5FISlwjd3JywqxZszBjxgwAz3terl27hqKiIoSGhiI0NBTR0dFISEio9BbYRo0aCdrrtG3bNkRERAjWni7pa7bUjRs3YsGCBaLNIVRT27dvL3PSRCFwHFfuvE5i6tSpk9gpIDw8HB988AGuXr0qdiomgYoWAoVCgY8//lgvA+jKU1hYiOvXrxd/IzJmLwoZZ2dn9O3bF8DzheI0Gg3S09Nx79493Lp1Czdv3kRKSkrxxFkvejlkMhlGjRol6NTlcXFxot69ZUiysrJw9OhRLF++XPSCpbqXu3Jzc7F+/XpR3lM/Pz+0a9dO0J5CY/Lrr7/i/PnzYqdhMqhoIWjUqBGtLKwHUqkULi4ucHFxKT6+jDHExcVhw4YN+PLLL8EYQ/v27TFu3DhBczPmu4Z06erVq1iyZAn2798v2KUyDw8P9O/fv8St046OjmjdujWkUmm1FswMDw/H/fv3dZlmlUgkEnz33XcYOHCg4G0bC2O8BGvIqGip5WQyGT7++GPY2NhUafuMjAwsWrQImZmZePz4MZRKpaA9NMaO4zj4+PigY8eOxT9r2LCh3sYSlae2rzSblZWFkydP4vPPP0dUVJRg7drZ2eHDDz/E7NmzdbrfnTt3irKel62tLdzc3ARvl9ReVLTUcv7+/njttdeqvL2NjQ2uX7+OvLw87NmzBx4eHli+fLnW8yHQt4/nOI7DgAEDBG1To9EgMzNT0DZ16dGjR+B5vtpzcKjVakyZMgU7d+4U9HLK22+/jblz58LPz0+n+83IyMDff/+t031WRf369bF9+3a0bt1a8LaNgVqtxsGDB3Hv3j2xUzEpVLTUYhzHYeLEiVqt48FxXPGHhVqtRkxMjNbtKpVKJCUlISUlRevnmiKh72y4d+8eLly4IGiburR8+XL4+/tj5MiR1Xp+fn4+QkNDBR//8dprryEgIEDn+w0NDcWjR490vt+KSCQSLFy4EO3atRO0XWPy+PFjTJkyhf7O6RhNF1iLNWjQoMwZPrXh5OSk9TfeI0eOIDo6mqa1xvPudR8fH0Hb3LZtG3JycgRtU5fy8vLw888/V/s1FBYWmtTlsX379gm+QGPLli0xePBgQds0NtevX6eCRQ+op6WW4jgO7733nuCzRaalpWHBggUoLCxEenq6KCs9G4IXl8d69eqFZs2aCdZuRkYGtm7dKlh7+hIaGoolS5bgyy+/rHDFbgC4cuUK9u3bV9yzkpeXZzJFy5MnTxAcHCxom5aWlvjqq6+McqVlIdElcP2goqWW8vLywptvvqn18ziOg5WVFTiOq9Yv5Y4dO4qv8T579gxqtVrUCanE8uzZMzDG4O3tLej6KEVFRUbdy/ICz/NYuXIlunXrhj59+pS5jUqlQlhYGMaOHYu7d+8KnKEw9u7dW61LtDUxaNAgk5iqgBgnujxUS02YMAEeHh5aP08ikeDXX3/F4sWLUadOHa2m7VYqldi5c2dxsZOVlSV4t7ahyM7OBsdxgg9i5HneZL4B5uXlYcaMGXjy5EmZj8fFxaFfv34mW7Dk5uZi27Ztgrbp6emJd999t9LeLUL0hXpaaiEnJ6cajWXx8vLCp59+ilGjRmk1o21ERESJWSELCgqgVCpFn2JbDKGhobCwsChzlWx9CgkJMcr1hspz7949zJ07Fx9//HGpy4y7du0yqLukYmJiEBkZicaNG+tkUcFLly7h2rVrOsis6t566y1069ZN0DaN0cOHD6u8PhvRDhUttdDAgQNRv379Gu1DIpGgXr16Vd6+sLAQX331VYnF3JKTk/Hs2bNqLQxnzJRKJWJiYuDh4SHoIFzGGPbv319i/SRTsGPHDuzbt6/Uz9VqtUHN+vvJJ5/g22+/xdWrV2u8fAXP86IMwBV6PiFjdOvWLQwYMAAJCQlip2KSqGipZezt7TF79mxBx1EAzwdDHj9+vMTPeJ6vlZeH7t+/jzt37qBLly6wtrYWrF21Wq3TtWkkEgnatm0LOzu7Uo+pVCrcvHlTkF4dxhiUSqXe26kptVoNpVKpk8tzz549K7NQI+ILCwtDfHy82GmYLCpaapk333xTL3NFVEStVmPVqlWlPlhUKhWSkpIEzcUQREZGIicnB/Xr1xe0eOR5Xqcf7vXq1cPRo0fh4OBQ6jHGGK5du4bjx49j+/btePDggcn18FRXXl4ecnNzi/8vk8m07sH47bffauXvDiFUtNQiNjY2eOuttwS/xTgiIqLMGTsZY6Iv1y7GLdfJycngOA6dO3cWtN2rV68iOjpaZ/sbPHhwhStTd+jQAR06dMD06dOxbNkynD9/HpcuXao1xYu5uTm++eYbuLi4FP9MIpEgJSUF06dPL+716tmzJ9auXVvl87CwsBBHjx41mQHVhGiDipZaZNCgQVp9UBYVFeHEiRPo1atXtW9LZozh119/NcjbbNPS0vDxxx/j448/RqNGjQRr9+bNm7C2thZ8EO7mzZtLfMOvCQ8Pjyov8ujg4IAlS5YgNzcXa9aswbZt20os7qdUKk2ykDEzM8PgwYNLjf1Sq9Vo3rw5/Pz8IJPJ0LJlS60K58jISEHXS/q3pKQkZGVllXlJkDz/m2kMlyqNGjNRWVlZDADF/4dCoWD//PNPlY9fVFQUGz9+PPPy8mJDhgxhR48erdb7kJ6eznx9fcvMieM4duDAgWrtVxf+/PNP1rRpU5aVlSVYmzzPs2HDhrGgoCCmVCoFa7egoIAFBQXp7HyaOnVqtXNJTU1ld+/eLY4VK1awwMBAxnGc6L8nNQ1zc3NmZ2fH7OzsWN26dVl8fHyZx4Dn+WodO57n2bvvviva65PJZGzlypUsLy+v2u+/qdJoNGzSpEnM3d1d9PPQmKOyv8dUtNSSGDZsGCsqKqry8btz5w6zsLAofn7nzp2ZSqXS+n24desWs7OzKzev77//Xut96srbb7/NAgICWGFhoWBtpqamsoYNG7J33nlHsDYZY+zevXvM2tpaJ+eSVCplx44d02l+ycnJbOnSpaxnz57M1dVV9N+X6sYXX3zBYmNjWWxsLIuPj2cajUanx+np06eifygqFAoWFBTE9u3bV62/CaYqNTWVeXl5iX4OGntUVrTQ5HK1gEKhwOzZs2s082x17/LZsmULsrKyyn38+vXr1U2pxhhjCAgIEHRG3suXLyMmJga9evUSrE0ASExMRGFhoU72FRAQoPPxOC4uLvjoo49w/PhxHDlyRPDlJXTF0dERdevWRd26deHl5aXzgdZ79+4VfQCuUqlEaGgoxowZg8GDB+PMmTOi5mMoIiMjkZiYKHYaJo+KllqgY8eOaNWqlVbP4TiuxHV2Z2dnrf8AX7x4EUeOHKlwm/z8fFEGFGo0GhQUFMDBwUHQO3heTKan7ftRU5mZmToZNyKTyfDOO+/AxsZGB1mVJpVK0aZNG0yaNAkNGjTQySRspiI3NxdbtmwxmAG4ubm5OHLkCJYuXaqzsVLGrKioyKDmBTJVVLSYOIlEgsmTJ2s962ydOnUwaNCg4v9bWVlp9eGu0Wgwf/58REZGVrhdbm6uKL/oBQUFCA8PF7zdmzdvwtzcXND5WYDnf1B18WHXuXNnvPPOOzrIqHwcx+GLL75AWFgYvvrqKygUCsHnFTJE4eHhovZMlufkyZPo1q0b9u/fTx/aRO/oL4GJa9KkCfr27av186ytrbF06VJ88cUXcHd317roKSgowLNnzyrdLiMjwyTvHCnPw4cP4efnJ/jlj1u3btV4HxKJBCNHjhRkVlS5XA4bGxvMmDEDJ06cwD///IPly5fD1dVV720bIp7n8euvv4o+RUBZioqKcOPGDUyYMAFr1qwROx1R5ObmIjEx0WB6wUwZ3fJswqRSKebPn1/m5F9V4e3tjc8++wx2dnZaLYz4QlW+daWlpSE3NxeOjo7VSbHapFIp3N3dBV34LTc3F7dv30bnzp0FHUfD87xO1qhxcHAQfCyOXC5Hly5dAAA9evSAmZkZtm7ditDQUEHzqKqIiAgkJyfDxcVFp/P/REZG4tChQzrbnz5kZGRg2bJlcHNzw/Dhw8VOR2t37tyBXC6Hm5ub1j2hmzZtwty5c6loEYLeh1SLhO4eAmvZsqWgt/P+W05ODmvYsGGlOVpZWbEHDx6IkuPt27fZxYsXBW3PxsaG7d69W7A2GWMsOzub+fv71+hc4jiOzZs3r9q36upSdHQ0W716NZs2bRozNzcX/ffsv8fJ29ubTZw4ke3evZslJibq5DX/+OOPor+2qkadOnXY/v37DeJc0YZGo2Hr1q1jXbp0YWvWrGEnT55kaWlpVboDbPz48aIfd1MJnd7y/M0337C2bdsya2tr5uLiwgYNGsTu3r1bYpuCggL23nvvMUdHR2ZlZcWGDh1a6hc3NjaWvfrqq8zCwoK5uLiwDz/8sNStcyEhIaxVq1ZMLpezBg0asI0bN2qTaq0vWjiOYytXrtTqmOnSpUuXmI2NTaV5WllZsXv37omWp5AWLlzI3N3dWUJCgqDtfvnll0wmk9XofGratClLS0sTNO/KKJVK9s8//7DevXsb5BwvEomE+fr6sjlz5rCIiIhq3/6sVCrZK6+8Ivrr0SYcHBzYrl27jK5w4XmenT17lgUGBjKpVMoaNmzI+vfvzxYuXMju3r3L8vPzWVFRUYlQKpVs7Nixoh9zUwmdFi19+vRhGzduZJGRkSw8PJy9+uqrrG7duiw3N7d4mylTpjBvb2928uRJdu3aNRYUFMQ6depU/LharWYBAQGsZ8+eLCwsjB09epQ5OzuzefPmFW/z6NEjZmlpyWbPns1u377NVq1axaRSKTt+/HiVc63tRYuLi0u5E1sJYfLkyVXKUyKRsEOHDomWp5DefPNN1r17d63my6kpjUbD+vTpU+PzacGCBYLlrK2EhAQ2Y8YMFhQUVOPiTF/h4ODAhgwZwjZv3sxSU1O1en0RERFV+gJgaOHk5KTV32xDsmrVqlKvx87OjgUEBLA2bdqUCicnJ9GPt6mEXieXS05OZgDYmTNnGGOMZWZmMjMzM7Zr167ibe7cucMAsEuXLjHGGDt69CiTSCQlel/Wrl3LbG1ti2cI/eijj1izZs1KtDVixAjWp0+fKudW24uW8ePH63xiq6pSKpWsdevWVc519erVouQptBEjRrAPPvhA0DZVKlWNZ8K1s7NjERERguZdHTk5OWzTpk2sW7duov/+lRcSiYQ1bNiQrVy5kt26davSApbnebZw4ULR865uuLq6snPnzgl0BujOH3/8Ifqxq62h18nlXkwa9mIQ5fXr16FSqUoM2vT390fdunVx6dIlAMClS5fQvHlzuLm5FW/Tp08fZGdnF6+ncenSpVIDP/v06VO8j7IolUpkZ2eXiNrK0dER06dPF+02UbVardVEZmFhYXrMxjAUFRUhNjZW0IG/AMCefzGp0T7efvttNGnSREcZ6Y+1tTXGjBmDv/76C6NGjYK7u7ugA56rgud5REdHY8aMGQgKCkL//v3x119/4cmTJ+B5vvj9ehHR0dFYtWqV2GlXW3JyMj7++GODXHuMGKdq3z3E8zxmzpyJzp07IyAgAMDzWTflcjns7e1LbOvm5lY8U2BiYmKJguXF4y8eq2ib7OxsFBQUlHn77ZIlS7Bo0aLqvhyT0qdPH60X40tMTEReXh4aNGhQ4/ZDQ0Px6NGjKm+fl5dX4zYNXVZWFmJjYxEUFCRou3FxcXjw4EG1n+/h4YG5c+cKXmzVhJeXF/7880+kpaVh48aN+Prrrw3uQ5Mxhvz8fAQHB+PkyZNwdXVFy5YtSx3n1NRUpKeni5Slbly9ehV79+7F2LFjxU6FmIBqFy3vv/8+IiMjcf78eV3mU23z5s3D7Nmzi/+fnZ0Nb29vETMSh1wux7hx47S+3VKpVOpkddLc3Fx8/vnnWvW0PHz4EEVFRSY9+2lBQQHy8/MFbzc1NbVGvY6DBw+Gl5eXDjMShlQqhaurK+bOnYt27dph1apVOHLkCDQajcFNgMbzPBITE3H8+HGxU9ELlUqFjz/+GM+ePcPMmTO1nvOJkH+r1vWDadOm4fDhwwgJCSnxB83d3R1FRUXIzMwssX1SUhLc3d2Lt/nv2hkv/l/ZNra2tuWe8AqFAra2tiWiNmrfvj1eeuklrZ/n4+ODpk2b1rj9u3fv4urVq1o9Jzk5WWfr4lQFY6zaaynVpM2aXqapjszMzGp/SCsUCrz11ls6nW9EaBKJBC+//DJWr16NixcvYsiQIUb9eoxVUlISvvjiC6xdu5bmMiE1olVPC2MMH3zwAfbt24fTp0+jXr16JR5v06YNzMzMcPLkSQwbNgwAcO/ePcTFxaFjx44Anq+D8/XXXyM5Obl4dsvg4GDY2toWf2h27NgRR48eLbHv4ODg4n2QssnlcsybN0/UbzJnzpxBUVGRVs9JTU1FYmJijQtNnudLfUCr1WoUFBTgwoULiImJQVpaGp48eYJmzZph5syZNWpPGw8ePEBBQQGUSiV4nhdsvFFCQkK1ixZXV9fiS7/GztPTE56enlixYgXefPNNXLlyBTt37kRsbKzYqdUaRUVF+Oabb8AYw4wZMyCTGe7cplRYGS6tzpr3338fW7duxYEDB2BjY1M8BsXOzg4WFhaws7PDxIkTMXv2bDg6OsLW1hYffPABOnbsWHwtv3fv3mjatCnGjBmDZcuWITExEZ999hnef/99KBQKAMCUKVPw888/46OPPsKECRNw6tQp7Ny5s9LF92q77t2745VXXqn284uKinDgwAG8/PLLcHJy0vr5cXFx2LBhg9bPe7EOUFlt5ubmFvfCZGRklLjEkpqaitu3b6OoqAiJiYlISEgo1ctXUFCAzMxMPHv2rMQU6IMGDcKMGTME+9Z948YNqFQqbNmyBenp6Wjbti0CAwNhZ2eHpk2bwsLCQi/jRmryofzfRTNNwYsVmF9//XUMHDgQr776Ki32J6C0tDQsWLAAZmZm+OCDDwzu/EpOTsbly5exbt06sVMh5dHmNjCUc4vSvyd+ezG5nIODA7O0tGRDhgwpNZlWTEwM69evH7OwsGDOzs5szpw5ZU4u17JlSyaXy1n9+vVpcrkqxIoVK7Q6RmUdsyFDhrBHjx5p/VyNRsPeeOONaudua2vL3N3dS4WdnR2ztLRklpaWzMzMjEkkkuKoyYRiEydOrNGx0vbYjBgxolQOEomEKRQK5u/vz/r168c2bdrEzp49y6Kjo1lBQUGNb1nPyclhLVu2rPYxqlu3LsvMzNTRUTA8qampzMPDQ/Tf29oYLi4u7Pfff2f5+flinwalHDp0iEkkEtGPUW0Nvc7TYshqY9Gii/lO8vLyqvW8Bw8eMEdHR9GPQVVj1qxZNT5WVZWens68vb2rlJdMJmN2dnasZcuWrH///mzWrFls+/btLCoqimVkZJQq7iuSmJjIXFxcqn2MqGih0GfIZDK2Z88e0eaTKs/jx4+ZnZ2d6MentkZlRYvhXlQkorC0tKzW80JCQpCRkaHjbExDampqlY+NWq1GVlYWwsPDER4ejiNHjoDjOFhZWcHBwQENGjRAhw4d0LRpU3Tv3h2enp7ljg24ffs2XfogBkutVuP9999HgwYNtJ6iQZ+kUqnBXbYi/0NFC6mxhw8fFg+wMxYeHh6CtaVUKmt0txJjDLm5ucjNzUV8fDxOnz4NjuPg5OSEwMBAvPrqq3jvvfdgbm5e4nlSqRR16tRBdHR0tdpVqVTIysqCnZ1dtXMnBABcXFxK3SBQVFSEpKQkrFu3Dj///LNRzQVExCPOlKnEpKxbtw4xMTFip1FlMplM0EneXsx0qkuMMaSmpuLkyZM4d+5cmTO/du3aFadOncLixYvRokULre/WSExMRJ8+ffDVV1/h0aNHRlWUEsPBcRxWrVqFW7dulYhdu3bBzMwM+/btw7Bhw/Dw4UOxUyVGgIoWE6KLyeG0lZOTg2PHjgnebk3Y29uXul1fn3bu3Kn1beBVJZVKMXr06HK/pXp7e2PBggU4f/489u3bh+HDh1f5EiBjDHfv3sWCBQvQsWNHfPTRR4iIiBB8jht9KSgo0Nv7QkqytLSEnZ1dibCxsQHwfA6XgwcPYtiwYcV3pBJSLr2PahJJbRyI6+npyT755BMWGxsr2JLwu3btMtiVdcuLli1bssLCQkGOT3Z2NmvYsKHeXkvjxo1ZRkZGlfNRqVTs2LFjrFu3bkyhUGjdnrW1NZsyZQq7efOmwQ2g1NbGjRtrdAcaRdWC4zh28ODBUsc/PDycyeXyEtv16NGD5eTkiHA2PMfzPNu3bx+ztLQU/bjV1qC7h2pheHh4sDlz5rDw8HC9frDExcWxBg0aiP56tY1p06bp7Zj8V0ZGBvPy8tLba5kzZ0618iosLGQhISHsnXfeqdadEnZ2dmzatGnsxo0bTK1W6/io6d+jR49Y48aNRT8Xa0NUtWgBnt9R9Pnnn1e6+rW+nD17ltnb24t+zGpzUNFSi8PBwYFNnDiR3bhxQy89CytXrhT9NWobEomE7dmzR+fHojwxMTHMwcFBL6/FwsKChYaG1ig/jUbDwsLC2MyZM1nLli2ZtbW1VjnY2dmxkSNHsqioKKPpeeF5nn322Wein4u1JbQpWgAwMzMz9sknn7Ds7GzBzonMzEx2/PhxKmQNIKhooWCWlpasd+/e7Ny5c1rN81GR/Px81qlTJ9Ffm7Yhk8lq/EGvjd9++01vlyCGDx+u02+kBQUFLCoqii1btow1a9ZMq7zt7e3Zm2++yc6ePauzc0xfUlNTqzxvDkXNg+M4tnfvXqZUKkvElStXyixagOdfLsaOHav3y7hxcXEsJCSELVmyhJmZmYl+rCioaKH4V1hbW7PBgwezs2fP1vjDbufOnUb5S25tbc0ePHigo7OscvPmzdPL61AoFOzEiRN6yzslJYVNmzaNubu7azU7qKWlJRsxYgS7ePEiKygo0Ft+1cXzPPvxxx+NbhyWsYevry9r2bJlifDz86uwMJbL5ezAgQN6PR++//774hm2xT5GFM+DihaKUmFhYcFee+01FhwcXK1vxTk5Oax169aiv47qhJ2dHYuNjdXDGVdafHw8q1u3rl5eR4cOHfReFPA8z+Li4tjGjRtZs2bNmFQqrXJ+5ubmrHv37uzMmTMG1fMSHR1Ns+AaUTRs2JDt3btXb5cely1bJvprpCgZVLRQlBsWFhZs4MCBbP/+/ZWO2NdoNOzOnTts8eLFbPz48Ub7TdXb21uru21q4saNG+V2f9c0vvzyS0FewwsZGRls586dbMiQIVoNVLS2tmZDhgxhFy9eFOyOrYp88cUXop+DFNqFnZ0dO3TokM7viAwPD6/R2lwU+gkqWigqDalUyjp06MA2bNhQ7uC3Q4cOGdXaQuWFj49Ppb8UuqKvosXV1ZU9fvxYkNfwXxqNhp07d4717duX2draVjlnS0tL1rVrVxYcHMyUSqUouWdnZ7OAgADRz0EK7cPR0ZFt3rxZZ4VLeHg48/PzE/11UZSOyv4+c4yZ5jSX2dnZNP24lqRSKZo1a4ZmzZpBIik572BYWBhu374tUma64+Pjg1u3bsHW1lbvbYWFhSEoKEjnE5hNmzYNK1euFHV9FJVKhYcPH2Lbtm04deoUbt68iZycnEqfZ25ujn79+mHatGno2LFjqand9enPP//E5MmTaUI5I+Xo6IiNGzdi4MCB1T73GWM4ePAgPvzww2ovb0H0Kysrq+K/zzopWw0Q9bRQlBVC9rSEhobqvKfF2tqahYeHC5J/VRUVFbGbN2+ykSNHVnnCOrlcztq0acN+//13QSYTS05OZr6+vqKffxQ1C1dXV3bq1KkK32ue55lKpWK3b99m4eHhJWL37t20grOBB/W0EJPWpk0bNGrUqMTPGGN4+PAh7ty5U2qxQqF6WtRqNUaOHIk9e/bodM2efv364eDBg1qvIySEoqIinD59GmvWrMHp06eRlZVV6XNkMhlatGiB8ePHY/DgwfDy8tJLbn/99RfGjh0Lnuf1sn8iHFdXV2zevBmvvPJKqeUreJ7Hr7/+iu3btyM8PByFhYWlHlepVEKmS7RUWU8LFS3EaMlkMhw5cgS9e/cu9VhhYSEePXqEzMxMHDhwAGFhYYiLi0NmZiZ+/PFHODk5wd3dHQ0bNoRCoSh1OaymYmNj0apVK2RkZOhsnxzHYd26dZg8ebLO9qkPGo0GkZGR2LhxIw4fPlzlxRZ9fX3xwQcfYOzYsXByctJZPkVFRRgzZgx27typs30ScVlbW6N79+6lLi/m5uYiPDwcCQkJImVGaoqKFmKy3NzcEB4eDnd390q35Xke2dnZiIiIQGRkJGJiYpCZmYm0tDS4u7ujZ8+e4DgO7u7uCAwMhLm5eY1yu337Ntq2bYuCgoIa7effAgICcPbsWTg4OOhsn/qWnJyMo0ePYv/+/fj7779LffP9L47j4Ofnh1GjRmHcuHE66Xk5evQohgwZQmNZCDECVLQQkzVgwAAcOHCg2r0kjDHk5eXh6dOnSElJQUZGBi5duoS0tDR4eXnB29sbTk5OCAoKglQqhZmZGaytras0CPD333/HpEmTdHpp6P3338fPP/+ss/0JSaVS4dq1a/jll19w8uRJPHv2rNJLNd7e3pg0aRJGjRqFevXqVWvwpUqlwtixY7Ft27bqpk4IERAVLcRkffTRR1i6dKlO98nzPPLz86FSqXD//n0kJiYiIiICsbGxiI6ORosWLdC0aVO0a9cOderUgb29PczMzErsQ61Wo1evXjh79qzO8rKyssL58+fRsmVLne1TDDzPIy0tDVu3bsXPP/+Mhw8fVlrYubi4YOrUqZg0aZLWPS87duzA2LFjoVQqa5I2IUQgVLQQk8RxHHbv3o2hQ4cK0h5jDImJicjKykJCQgKCg4ORm5sLmUyGmJgYFBQUFA/w02g0uHLlCvLz83XW/sCBA7F3716DHIBbXSkpKTh8+DB27tyJK1euIDMzs8LeF19fX8yePRtvvvkmnJ2dK+15UavVePvtt6mXhRAjQkULMUnm5ua4cuUKmjdvLmoeSqUSiYmJePDgAW7cuIHMzEykpKRAo9EgJycHrVq1KnX56kUvzvnz5xETE1Oldr788kt89tlnengF4lOr1Xj27BkOHjyI5cuXIzY2ttzeF47j4OPjgzfffBPvvPMO6tevX27xQr0shBgfKlqISapfvz6uXbtm0INSGWMV9gY8fvwYPXv2xKNHjyrd19dff41PP/1Ul+kZpMTERGzatAl79uzBjRs3Styu/l/Ozs4YP348XnvttVJ3kWg0GkyfPh2XL1/Wd8qEEB2iooWYpMGDB2Pv3r2izgpbUzzPY+bMmdi6dSvS0tIq3La2FC0v5Obm4vTp0zh48CD279+PlJSUcreVyWRlngc0HwchxoeKFmJy5HI5tmzZgtdff13sVGqM53lcv34dsbGxePr0KXiex4MHD7Bu3boSl0hqW9HyAs/ziImJwaZNm3DkyBHcuHGDJogjxIRR0UJMTkBAAC5dugRra2uxU9GLU6dOoVevXiU+nGtr0fJvWVlZOHToEFatWoWIiAidzoFDCDEMlRUtpnMrAqk1xowZo3XB8qI2N9bLSYWFheB5Xucz9xoTOzs7jB49GsOGDUNYWBgOHz6MK1euIDo6GnFxcTqdE4cQXeA4Dq1atUKvXr3QokWLUssOAM/volu2bBni4+NFyNAIVX3JMeNCCyaaZnAcx/bu3avVuXDq1Ck2cuRItnbtWp0tba9PJ0+eZBKJpMTrtre3Z+PHj2cXL15kSqVS7BQNhkajYUlJSWzdunXM19e31HGjoBArbGxs2EcffcTS09MrPY9DQ0NZjx49mI2Njeh5ix2VLZhYe7+2EaPEcRxsbGyqvH1RUREuXLiAbdu2IT8/v8KeFqVSibCwsCqNmcjPz8fDhw+rnEdNZWZmYuPGjXj55Zfx5ptv4tKlS8jJyRGsfUMlkUjg6uqKd999F5cuXcJPP/2EgICAWt0jRcTDcRzatm2L5cuX4+LFi/j666+rdIdjhw4d8Pfff6Nv374CZGnc6PIQMWl79+7F999/X6VtMzMzIZFIqnQJSaVS6XTyuH+rqGgqLCzEvn37cPToUfj4+KBPnz4YMGAAOnbsqFUxZ4rc3d0xbdo0jBkzBjt27MDatWsRFRVFdxERvZNIJGjUqBFGjBiB6dOnV2vBTzMzM8jlcj1kZ1qoaCEmLS8vD1lZWVXa1s3NDW5ubti7dy8KCwvRrFkzNG/evMxv7XZ2dsUT26WmpsLR0VEn3+7VajX++OOPSnt7lEol7t+/j/v372PNmjVo0qQJhg0bhjFjxqBBgwY1zsOY2dnZYfLkyXjrrbdw6tQp/P777zh27BgVL0TnOI5D69atMXPmTAwYMAD29vY12l9FA1DJ/9PVtWVDQ2NaTDMUCgW7ePFilc+Dc+fOsYkTJ7Lhw4ezlStXVro9z/Ns8ODBTCKRMAcHB3bkyJFKn7N582aWk5PDeJ6v8ZiZ7Oxs5uvrW+3j4+Hhwb744gt28eLFSq8N1xb5+fmsbdu2op+7FKYT5ubmrH379mzRokUsIyNDZ+fqtWvXmK2treivT8yo7O8WFS0URhX+/v4sJydH6/Ph4cOHbM2aNaygoIAVFRVVuO2QIUOK2+vevTu7d+8eU6vV5W7/zTffsL59+7L+/fuzkSNHsrt377KsrCym0Wi0zvP+/fvM3t6+xsfJwsKC+fv7sx9++IE9ePDAKAYg64tKpWKdOnUS/dylMP7gOI41a9aMHT16lBUWFur8XNVoNGzjxo3MyspK9NcqVlDRQmFS0a1btwoLiPIolUp279499vTpU5aZmVnhtuvWrWP+/v7FbQYGBrLu3buza9eulbn9vHnzirflOI7Z29uz+vXrV6mX5r+Cg4OZVCrV6TFzcnJiU6dOZefOnWMFBQVa52TsqGihqGkoFAoWGBjI1q9fz5KSkvR6viYnJzNPT0/RX7NYUVnRQmNaiFGxt7ev1tgRuVyOxo0bV2nbyZMno27dupg0aRKePn2KmzdvQiKRICMjo8ztX331VTg5OSEnJwfPnj3D7t27ERsbq/WKzIwxHD16FBqNRqvnVSYtLQ1r167Fhg0b0K5dO8ydOxcvv/yyyU7OR4iuSCQSNGnSBCtWrECnTp0E+Z1xdHREYGAgnj17pve2jJJeS0YRUU+LacYHH3wgyPmj0WjYr7/+ymQyGZPJZEwul7MTJ05U+rz8/Hzm7+/PHB0dWXx8vFZt3r9/nzk5Oen9GJqZmbG2bduyVatWscePH1frMpYxoZ4WiurG6NGjWXJysuDn7N9//83atGnDZDKZ6MdA6KB5WohJqVu3riDtSCQSDB06FGfPnsXZs2dx5swZtG3bFjzP48qVK5XeicJxnNY9LUqlEnl5eTVJu0pUKhWuXbuGDz74AO3atcO0adNw9erVCldUNmaMMZN9bUS/fHx84OLiIni7vXr1wsGDB+Ho6Ch424aOLg8RoyLkpGFOTk7o2LFjiZ8xxtCgQQOYmZmV+RyO42Bubo7u3bvDyspKiDRrJDU1FWvXrsWmTZvQo0cPTJgwAd26dTOpP5ZJSUl49OiR2GkQUmUcx8HMzMxolx3RJypaCNECx3EVThylUCiwfft21KlTR+vr3/n5+Tofz1JVeXl5OHz4MI4dO4Z69eph+PDhGD16NPz9/Y1+dtn9+/cjPT1d7DQI0YqNjQ38/PyQlJQkdioGxbj/GhFiYDiOg5+fX7UG7N24cUP0CdA0Gg2io6OxZMkSdOnSBSNGjMDBgweRm5sral7VlZCQgB9//LFKSzMQYkjMzc2xYsUKTJ06lXpc/oWKFkIMxN27d8VOoYSMjAzs3r0bw4YNQ8+ePXH48GGjK14OHTpEl4ZItYk9FqpNmzYYMWKE0fd26hIdCWJULl68iODgYDx58sSkvj2r1WpERUWJnUaZ1Go1Ll++jGHDhiEoKAgff/wxbt26JXqvUGXUajX27dsHxpjYqRAjtW3bNty/f1/UHFxdXau1lpGp4piJ/kZnZ2fDzs5O7DSIHkgkEri5uaFly5bw9PRE+/bt0bp1a7i7u8PDwwNSqVTsFLWWmZmJFi1aID4+XuxUqsTa2hovvfQSxo0bhz59+hjk79qdO3fQuXPncufXIaQq5s6di2XLlonWPmMMH3zwAX799VeD/6KgC1lZWRWuwURFCzEJcrkc9vb2aNGiBVq1agVvb2+0b98ejRo1gq2trda3HwstLi4OgYGByMzMFDsVrUgkEjRt2hRjxozBa6+9hoYNGxrEsWaMYebMmVi5cqXYqRAj5+3tjStXrsDd3V20HNLT0/HVV1/hhx9+EC0HoVDRQmotuVwONzc31KtXD61atUK3bt3g5+cHd3f3as+sqy8PHz5Ey5YtjW7MyL/Z2tqif//++PDDDxEQEAC5XC5aLjExMQgKCqI7L0iNSSQS/Pnnnxg9erSoefz+++945513RM1BCFS0EPL/pFJpcSHj5+cHX19f+Pn5oUWLFggMDISjo6Nohczly5fRrVs3KJVKUdrXJWtra3Tu3BkzZ85Ehw4d4ODgIHgOteUPPBFGhw4dcOLECVGXvggJCUGfPn1M/hIRFS2EVEImk8Hd3R3NmjVDq1atiguaxo0bw8bGBtbW1nq95ZAxhjlz5phc169MJoOfnx8mT56M/v37o379+oLcuqnRaDBy5Ejs2rVL722R2kEmk2HTpk0YOXKkaDnk5uZi7dq1+P3333Hv3j3R8tA3KloIqQaZTAZ7e3s4OTmhffv2CAwMRPPmzdG0aVM4OTnB3NxcZx/At27dQvfu3U16wKizszOGDx+OYcOGoX379rCxsdFbW3fv3kVQUBCysrL01gapfYYMGYJdu3aJPtD/vffew9q1a0XNQZ8qK1powUQKiiqGVCpljo6OLDAwkI0cOZItWbKE7dq1i929e5elp6dXa+HBe/fusb59+4r+2oQKmUzGWrduzZYvX85iYmL08JvP2Lx580R/nRSmFxYWFmzbtm16OWe1MWPGDNGPhT6jsgUTqaeFkBrgOA6WlpZwcXFBu3bt0KpVKwQGBqJhw4bw9fWtdDDq22+/jc2bNwuUrWHx8vLC6NGj8fbbb8Pf318nPVfPnj1D586dERMTU/MECfmPwMBAnD9/XtSxLTdv3sQrr7yCtLQ00XLQJ7o8RIjAOI6Dra0tGjVqhJYtWyIgIABBQUGlupVVKhUmT56MyMhIkTI1DC4uLhgxYgRGjx6Nli1bQqFQVHtfv/32GyZPnqzD7Aj5H7lcjuPHj6NHjx6i5aDRaHD+/HmsWrUKe/bsES0PfaGihRADUN6q0KZ+J4A2XqyO/cYbb2DQoEFarzStUqkwaNAgHDt2TE8ZEgIMHDgQe/fuFX0+osePH2PLli24ePGiSZ3zVLQQQowKx3EIDAxE7969MXToULRu3brcou/fTp8+jb59+5rEbePEcNnY2ODs2bNo2bKl2KkAML3excqKFsOZXYsQQgAwxhAeHo5ly5bh5ZdfxpAhQ3Ds2DEUFBRU+Jy9e/dSwUL0LicnB2vXrjWptc+MifjzbRNCSDny8/Nx5MgRBAcHIyAgAIMHD8agQYNK9bwkJiZi586dImVJapt9+/Zh7ty5aNiwodip1Dp0eYgQYlTKmiOH53nqZSGCGjduHH777TfRx7bQ5SFCCDFghYWFKCgoKBFUsBChbd++Hfv37xc7DTRp0gRWVlZipyEYKloIIYQQLRUWFmLDhg1Qq9Wi5tGiRQsMGDAAlpaWouYhFK2KliVLlqBdu3awsbGBq6srBg8eXGoNhO7du4PjuBIxZcqUEtvExcWhf//+sLS0hKurK+bOnVvqjT99+jRat24NhUKBhg0b4o8//qjeKySEEEL04Ny5c6LPs2Rra4vffvsN7u7uouYhFK2KljNnzuD9999HaGgogoODoVKp0Lt3b+Tl5ZXYbtKkSUhISCiOZcuWFT+m0WjQv39/FBUV4eLFi/jzzz/xxx9/4PPPPy/e5vHjx+jfvz969OiB8PBwzJw5E++88w7+/vvvGr5cQgghRDdyc3Oxfv160XtbXnQQ1Ao1WQMhOTmZAWBnzpwp/lm3bt3YjBkzyn3O0aNHmUQiYYmJicU/W7t2LbO1tWVKpZIxxthHH33EmjVrVuJ5I0aMYH369Cl3v4WFhSwrK6s44uPjRV9DgYKCgoLCtMPc3JydPXu2mp+iupGTk8P8/f1FPxa6iMrWHqrRmJYXq6j+d+bKLVu2wNnZGQEBAZg3bx7y8/OLH7t06RKaN28ONze34p/16dMH2dnZiIqKKt6mZ8+eJfbZp08fXLp0qdxclixZAjs7u+Lw9vauyUsjhBBCKlVYWIht27aBiXgjrpWVFf766y+MGDECXbt2RdeuXdG0aVPR8tGr6lZ2Go2G9e/fn3Xu3LnEz3/55Rd2/PhxduvWLfbXX3+xOnXqsCFDhhQ/PmnSJNa7d+8Sz8nLy2MA2NGjRxljjDVq1Ih98803JbY5cuQIA8Dy8/PLzId6WigoKCgoxAhnZ2d2586d6n6c6oxGo2FqtZqp1Wq2e/du0Y9LdaKynpZq32D+/vvvIzIyEufPny/x83/fL968eXN4eHjglVdewcOHD9GgQYPqNlcphUJRo4XWCCGEkOpITU3F7t27MX/+fFHHlkgkkjL/bUqq9aqmTZuGw4cPIyQkBF5eXhVu26FDBwBAdHQ0AMDd3R1JSUkltnnx/xejn8vbxtbWFhYWFtVJmRBCCNGbtWvXIi4uTuw0TJ5WRQtjDNOmTcO+fftw6tQp1KtXr9LnhIeHAwA8PDwAAB07dkRERASSk5OLtwkODoatrW3xNbiOHTvi5MmTJfYTHByMjh07apMuIYQQIohnz57h+PHjYqdh+rS5XjZ16lRmZ2fHTp8+zRISEorjxTiT6OhotnjxYnbt2jX2+PFjduDAAVa/fn3WtWvX4n2o1WoWEBDAevfuzcLDw9nx48eZi4sLmzdvXvE2jx49YpaWlmzu3Lnszp07bPXq1UwqlbLjx49XOdesrCzRr81RUFBQUNSeCAoKYjk5Odp8rOrNnj17RD8e1YnKxrRoVbSU18jGjRsZY4zFxcWxrl27MkdHR6ZQKFjDhg3Z3LlzSyURExPD+vXrxywsLJizszObM2cOU6lUJbYJCQlhLVu2ZHK5nNWvX7+4jaqiooWCgoKCQsiQSqXst99+0+qzSh9SUlJY7969RT8e1YnKihZaMJEQQgjREX9/f1y8eBEODg6i5RAZGYmgoKBSE78aA1owkRBCCBHIgwcPcPDgQVFzaNy4cam5zkwFFS2EEEKIjmg0GuzYsQMqlUq0HORyOSZPngyZrNqzmhgsKloIIYQQHTp58iT27Nkjag7du3dHp06dRM1BH6hoIYQQQnSoqKgIy5cvL7GEjdAsLS0xatQo0drXFypaCCGEEB2LiIjAkSNHRM2hcePGkEqlouaga1S0EEIIITqmVCqxcuVKUXtbxFxSQF+oaCGEEEL0IDQ0lGbJ1TEqWgghhBA9UKvVOHbsGEx0OjRRUNFCCCGE6MnBgwdx//59sdMwGVS0EEIIIXqSnJyMDRs2CN5ubm4ubt++bXK9PFS0EEIIIXq0fft23L17V5C2CgoKsG3bNvTq1QszZswAz/OCtCsUWnuIEEII0bMRI0bgr7/+0tsstQUFBTh79iy2bNmCrVu3QqPR6KUdfaO1hwghhBCR7d+/H4cOHdL5fjUaDfbs2YNevXphwIAB2Lx5s9EWLFVBPS2EEEKIAPz8/HDkyBE0aNCgxvvKzs7GlStXsG7dOhw7dkzU+WB0iXpaCCGEEANw7949/PPPPzUaHJuTk4PNmzejc+fOePXVV7Fnzx6TKViqgnpaCCGEEIF4enri8uXL8PLy0up5SUlJOHz4MH799Vdcv37dZC8BUU8LIYQQYiASEhLw448/Ijc3t9JteZ5HbGwsVq1ahU6dOmHSpEm4cuWKyRYsVaGfYcyEEEIIKYUxhh9++AE8z2Pp0qUwMzMrtQ3P8zhz5gz++OMPHD16FGlpaSY330p1UdFCCCGECIjneaxevRqZmZlwcXEp8ZhGo8Hdu3dx7tw5ZGdni5Sh4aIxLYQQQggxCDSmhRBCCCEmgYoWQgghhBgFKloIIYQQYhRMtmgx0aE6hBBCiMmq7LPbZIuWtLQ0sVMghBBCiBZycnIqfNxkb3l2dHQEAMTFxdX6u4iys7Ph7e2N+Pj4Ckdl1xZ0PEqi4/E/dCxKouPxP3QsStL18WCMIScnB56enhVuZ7JFi0TyvBPJzs6OTrD/Z2trS8fiX+h4lETH43/oWJREx+N/6FiUpMvjUZUOBpO9PEQIIYQQ00JFCyGEEEKMgskWLQrF/7V3rzFtlm8YwC9A2kEQyiy0ZQ6EMVk2Djp0WHVoQjNAo/PwAScxeAjLJks0TtzBKOoXFk1MzDIXE+P4soyoGZvRbXFymjMdCoGxjlkHVomGgoLlILBxuP4flr76brC5/QttX+5fQtL1ufvyPFfulz6jfYseFRUV0Ov1/p6K30kWapKHmuTxD8lCTfL4h2Sh5q88NPsx/kIIIYTQFs3+pkUIIYQQ2iKbFiGEEEIEBdm0CCGEECIoyKZFCCGEEEFBNi1CCCGECAqa3LTs2bMHt912GxYtWoScnBx8//33/p6Sz7311lsICQlRfa1YsUIZHx8fR1lZGW655RZERUXhySefRG9vr+oY3d3dePjhhxEZGYn4+HiUl5djcnJyvpdyQ06cOIFHHnkECQkJCAkJwaFDh1TjJPHmm2/CYrEgIiICNpsN58+fV9UMDAyguLgY0dHRMBgMeOGFFzAyMqKqaW9vx9q1a7Fo0SIsXboU77777lwv7YZcK49nn332in4pKChQ1Wglj8rKStx99924+eabER8fj8ceewxOp1NV46vzo6GhAatXr4Zer0dqaiqqqqrmennX5b9k8eCDD17RG5s2bVLVaCELANi7dy8yMzOVT3G1Wq04evSoMr5Q+gK4dhYB2xfUmOrqaup0On7yySc8e/YsS0tLaTAY2Nvb6++p+VRFRQVXrVrFnp4e5euPP/5Qxjdt2sSlS5eytraWzc3NvOeee3jvvfcq45OTk0xPT6fNZmNrayuPHDlCo9HIHTt2+GM51+3IkSN8/fXXefDgQQJgTU2NanzXrl2MiYnhoUOHePr0aT766KNMTk7m2NiYUlNQUMCsrCyeOnWK3377LVNTU7lhwwZlfHBwkCaTicXFxXQ4HDxw4AAjIiL40Ucfzdcy/7Nr5VFSUsKCggJVvwwMDKhqtJJHfn4+9+3bR4fDwba2Nj700ENMTEzkyMiIUuOL8+Pnn39mZGQkX3nlFXZ0dHD37t0MCwvjsWPH5nW9V/NfsnjggQdYWlqq6o3BwUFlXCtZkOQXX3zBr776ij/99BOdTid37tzJ8PBwOhwOkgunL8hrZxGofaG5TcuaNWtYVlam/HtqaooJCQmsrKz046x8r6KigllZWTOOeTwehoeH87PPPlPuO3fuHAHQbreTvPQkFxoaSrfbrdTs3buX0dHRvHDhwpzO3dcuf5Kenp6m2Wzme++9p9zn8Xio1+t54MABkmRHRwcB8IcfflBqjh49ypCQEP7+++8kyQ8//JCxsbGqPLZt28a0tLQ5XtH/Z7ZNy/r162d9jJbz6OvrIwA2NjaS9N358dprr3HVqlWq71VUVMT8/Py5XtINuzwL8tKT00svvTTrY7SahVdsbCw//vjjBd0XXt4syMDtC029PHTx4kW0tLTAZrMp94WGhsJms8Fut/txZnPj/PnzSEhIQEpKCoqLi9Hd3Q0AaGlpwcTEhCqHFStWIDExUcnBbrcjIyMDJpNJqcnPz8fQ0BDOnj07vwvxMZfLBbfbrVp/TEwMcnJyVOs3GAy46667lBqbzYbQ0FA0NTUpNbm5udDpdEpNfn4+nE4n/vrrr3laje80NDQgPj4eaWlp2Lx5M/r7+5UxLecxODgI4J+//O6r88Nut6uO4a0J5J81l2fhtX//fhiNRqSnp2PHjh0YHR1VxrSaxdTUFKqrq/H333/DarUu6L64PAuvQOwLTf2V5z///BNTU1OqEAHAZDLhxx9/9NOs5kZOTg6qqqqQlpaGnp4evP3221i7di0cDgfcbjd0Oh0MBoPqMSaTCW63GwDgdrtnzMk7Fsy8859pff9ef3x8vGr8pptuwuLFi1U1ycnJVxzDOxYbGzsn858LBQUFeOKJJ5CcnIyuri7s3LkThYWFsNvtCAsL02we09PTePnll3HfffchPT0dAHx2fsxWMzQ0hLGxMURERMzFkm7YTFkAwNNPP42kpCQkJCSgvb0d27Ztg9PpxMGDBwFoL4szZ87AarVifHwcUVFRqKmpwcqVK9HW1rbg+mK2LIDA7QtNbVoWksLCQuV2ZmYmcnJykJSUhE8//TSgTgoRGJ566inldkZGBjIzM7Fs2TI0NDQgLy/PjzObW2VlZXA4HDh58qS/p+J3s2WxceNG5XZGRgYsFgvy8vLQ1dWFZcuWzfc051xaWhra2towODiIzz//HCUlJWhsbPT3tPxitixWrlwZsH2hqZeHjEYjwsLCrni3d29vL8xms59mNT8MBgNuv/12dHZ2wmw24+LFi/B4PKqaf+dgNptnzMk7Fsy8879aH5jNZvT19anGJycnMTAwsCAySklJgdFoRGdnJwBt5rFlyxZ8+eWXqK+vx6233qrc76vzY7aa6OjogPuPw2xZzCQnJwcAVL2hpSx0Oh1SU1ORnZ2NyspKZGVl4YMPPliQfTFbFjMJlL7Q1KZFp9MhOzsbtbW1yn3T09Oora1VvU6nRSMjI+jq6oLFYkF2djbCw8NVOTidTnR3dys5WK1WnDlzRvVEdfz4cURHRyu/HgxWycnJMJvNqvUPDQ2hqalJtX6Px4OWlhalpq6uDtPT08rJabVaceLECUxMTCg1x48fR1paWkC+FHI9fvvtN/T398NisQDQVh4ksWXLFtTU1KCuru6Kl7R8dX5YrVbVMbw1gfSz5lpZzKStrQ0AVL2hhSxmMz09jQsXLiyovpiNN4uZBExf3PBbeANUdXU19Xo9q6qq2NHRwY0bN9JgMKje4awFW7duZUNDA10uF7/77jvabDYajUb29fWRvHTpXmJiIuvq6tjc3Eyr1Uqr1ao83nu52rp169jW1sZjx44xLi4uaC55Hh4eZmtrK1tbWwmA77//PltbW/nrr7+SvHTJs8Fg4OHDh9ne3s7169fPeMnznXfeyaamJp48eZLLly9XXeLr8XhoMpn4zDPP0OFwsLq6mpGRkQF3iS959TyGh4f56quv0m630+Vy8ZtvvuHq1au5fPlyjo+PK8fQSh6bN29mTEwMGxoaVJdrjo6OKjW+OD+8l3OWl5fz3Llz3LNnT8Bd2nqtLDo7O/nOO++wubmZLpeLhw8fZkpKCnNzc5VjaCULkty+fTsbGxvpcrnY3t7O7du3MyQkhF9//TXJhdMX5NWzCOS+0NymhSR3797NxMRE6nQ6rlmzhqdOnfL3lHyuqKiIFouFOp2OS5YsYVFRETs7O5XxsbExvvjii4yNjWVkZCQff/xx9vT0qI7xyy+/sLCwkBERETQajdy6dSsnJibmeyk3pL6+ngCu+CopKSF56bLnN954gyaTiXq9nnl5eXQ6napj9Pf3c8OGDYyKimJ0dDSfe+45Dg8Pq2pOnz7N+++/n3q9nkuWLOGuXbvma4nX5Wp5jI6Oct26dYyLi2N4eDiTkpJYWlp6xUZeK3nMlAMA7tu3T6nx1flRX1/PO+64gzqdjikpKarvEQiulUV3dzdzc3O5ePFi6vV6pqamsry8XPV5HKQ2siDJ559/nklJSdTpdIyLi2NeXp6yYSEXTl+QV88ikPsihCRv/Pc0QgghhBDzQ1PvaRFCCCGEdsmmRQghhBBBQTYtQgghhAgKsmkRQgghRFCQTYsQQgghgoJsWoQQQggRFGTTIoQQQoigIJsWIYQQQgQF2bQIIYQQIijIpkUIIYQQQUE2LUIIIYQICv8DNYP/1AHygUsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ULp11JgsrZmDJ4eJ8h2cbhRPREbd5ZPeLfGzZe1hSNSuLLZuaTJrOyvolKmhRphQhBPPnOfj9bxdy21f28cqrU3d2nApalJwRCMocHlbWLWZmaT3vmH02M0vrMWsmzJopL4ZbPrbsKsrtxXzuHz8gYSSH3SaajPG7LU+wuPLmvGjzZKdrhXOHrCjpIoTgjJVu7v3lPG76+E5eWuufkgm66uhXskoc+p/LYufGk6/gqWt/ws8v/wq3nXk9S6pm4zTbc9qz8nYW3cx7FlzI6XULj7vdU/tepT86de9+FEXJPCEE06bZ+PMDi3j3FeWYzflxnswm1dOiZMWSyln8y+JLafBUoQmNKmfp4IyfYYqD5RuzZmJWaQMvtWwccZu2QDdvduzkwumn5U3ApSjK8FIpSTCQwmQyMJkFNmvhLGwqhKCoSOcnP5qDIeGJv/cRCk2dIpgqaFEywqKbsZusaEIwt2waP7n0C9QXVRbMieHtrl10CX/Z/syIs1ZS0uDeTX/jvGnLMIn8D8QUZSrbtDnI8jPfQAg460wP//uzuegFdNgKIfC4dX5x91z+9JcePn7LrikzVKSCFiWtzJqJW1dcy0UzllNm96BrOjaTBY/VVbABixCCJVWzuHL+Bdy78ZERt3u9fTsdwV4a3FVZbN3UIqUkkojluhlKgYvFJAcODibX+3xJvnHnQW68voa62sJZoV0IgdOpc+W7ygmFU3zuC3unRB0XldOipJXNZOG9C1axpGo2de5Kql1lFNuKCuZEMBKB4LymZcesCH2k/oiPu1//syo2l0ZSSuKpBPsG2nipZSMPbHuKn77+x1w3KyusTjMVMzxUzio+6qe0oSjXTZtU+geS/NedB3n3ezbz0lo/hlFYx29RkYkPf7Ca915VMSVyXNIetHz1q19FCHHUz7x584aej0aj3HzzzZSVleFyubjqqqvo6uo66j2am5u57LLLcDgcVFZW8rnPfY5kcviZG4qSDUIIltctor5o5F4UCTy863n2DrRmr2GTkJSSlJFiQ+dO7nr5N1zxh1tZfd8tvOePn+eTT3x7yvx+553fwKVfOJ1LPn/aUT9nfnghmmnyX5yybeOmEFd/YCvPPDtQcDcedrvGz348h4/cUMNkn1yXkeGhhQsX8o9//OOtnZje2s1nPvMZHn30Uf74xz/i8Xi45ZZbuPLKK3nppZcASKVSXHbZZVRXV/Pyyy/T0dHBhz70IcxmM9/85jcz0VxFGZVSu5vT6xbS7O8ccZuuUD/3bPwbXz/v4wXfu5QNUkokEkMadIcG2DfQxhN717Kz7wAbu3bjjQZy3cSc0UwamunYK5DQ1PcqU7p7Etxw007u/dU8zjunuGCOYSEEdrvON742HY/HxLf/u5nUJF02LSNBi8lkorr62EqiPp+PX/7yl9x///1ccMEFAPz6179m/vz5vPLKK6xYsYInn3ySbdu28Y9//IOqqiqWLl3K17/+db7whS/w1a9+FYvFMuw+Y7EYsdhbY91+v5p+qqSXJjQumXUGf9nxDMYwd2ImTWdGcR2n1R5/evRUJ6UkaaQIJSK83LqJx3e/xD5vG82+TnrDXlJy6syEUPJPZ2ecj/zrTn79i3mcudKDrhdG4AJQ5DLxhc820tub4Je/7qDAOoxGJSNBy+7du6mtrcVms7Fy5UruvPNOGhsbWb9+PYlEglWrVg1tO2/ePBobG1m7di0rVqxg7dq1LF68mKqqt7rhV69ezcc//nG2bt3KySefPOw+77zzTu64445MfBxFGXJa7UJqXOW0BXqGHmtwV7Fm1hlcNussFlbMwG11FswdWra1B3r47ebHePbAenrCA7T6uzFUkKLkmZaWGO+6ags//sFs3v/eyoIKXJxOnW9+fQbr3wjw5oZgrpuTdmkPWpYvX84999zD3Llz6ejo4I477uDss89my5YtdHZ2YrFYKC4uPuo1VVVVdHYOdrl3dnYeFbAcfv7wcyO57bbbuPXWW4f+7ff7aWhoSNOnUpRBlc5SLp6xgr/seJZqVxmXzzmHDy6+lCpX2XGTdJVB9295gu+s/W2um6EoJxQMpvjUZ3ZjtWq8653lBRW4uN06FRWTcy20tActl1xyydB/L1myhOXLl9PU1MQDDzyA3W5P9+6GWK1WrFZrxt5fGZ2EkSQ4iVfgFcAd5/0rn1p+DR6rE6fZrnpVxiCeUgn1o9WxrQ+r04z2totlf2sAIzUJ+/3zkN+f4qaP76SvL8FHb6xRx3oeyHidluLiYubMmcOePXu46KKLiMfjeL3eo3pburq6hnJgqqurWbdu3VHvcXh20XB5Mkp+iSUTbOney4KKGbluSkYIIbCZrNQVVeS6Kcok17lrgM5dA7luxpQXCKS44+sHSKUkN32ktqB6XCajjE+OCgaD7N27l5qaGpYtW4bZbObpp58een7nzp00NzezcuVKAFauXMnmzZvp7u4e2uapp57C7XazYMGCTDdXmSCJ5MWWDSpPQVGUSaOnN8EXv7yPu/67mWhUndtyKe1By2c/+1mef/55Dhw4wMsvv8y73/1udF3nmmuuwePxcOONN3Lrrbfy7LPPsn79eq6//npWrlzJihUrALj44otZsGABH/zgB9m4cSN///vf+cpXvsLNN9+shn8KxD/2rWNrz75cN0NRFCVtIhGDr//XQW7/6n4SCaPgarlMFmkfHmptbeWaa66hr6+PiooKzjrrLF555RUqKga707/3ve+haRpXXXUVsViM1atX89Of/nTo9bqu88gjj/Dxj3+clStX4nQ6ue666/ja176W7qYqGdIb8fK3XS+wqGKmGgNWFGWI3WRmuqeMaZ5SOOLcIKXklfb9DEQjOWzdiSWTkrt/3k5ff4LvfWcWbnf+rYSTSkl++j9tbN0aynVTMkLISRou+v1+PB5PrpsxZc0vn87jH/ghDrMt101R8oCUgwXkbn/uf/j5mw/mujlKlmhCUG534rbYmFlSwczicoosVvS3lW01pMFvt75Oa8CbsbY4zRZspmNn1BhS4otFhq29NBJNg//6+gw+dUsd5mEKAOZSImFw3qoNvPZ6YRZm9Pl8uN3uEZ/PvzBRmRT6Iz7CiagKWhQMabCubSs/eu0PrG3ZlOvmKFlg0jRqXR6WVNQyr6wa86EgZaSeV4HAbcncuUJDcNnMhTS5S495zkDSFQoQTSboCgVoDXjpCQcIJxMjBjKGAV/7+gG6uuJ85lP11NTkPnXBMCThsME/X/LS2RXPdXMyRgUtSkb0R/zs97ZT7ijOdVOULJNS0uLvYlvPPryxIJu79/Dg9mfpjXhz3TQlQwTgNFuZXVJBo7uEMoeTMpsTk6aNeoh4Zkk52/s6yUTXv9VkospZhFnXh32+0V0CwOySCiQQTsTxxiJ0hwO0BXx0BH34Y1Hixlu18SNRg+//sJW2thg/+dEcij25vZzu3BXm6mu3cbA5Sjg8eZOFVdCiZETSSNEV7ENKqfJapggpJSlp8GbnDj7z9++yu78FmZFLkPJ2mhAsr5mGw3zigmJJw+CV9gPEJlgzRwAW3YTHauO0miZmFpfjNA8uszLWY14IQZO7FIfZQiiR/l4Cj9WOfZihoeHaIQCXxYrLYqXO5eHkynriRopgPMZBXz+9kSCdoQC94SBxI8Wf/tJDba2VL3y2kbIyU9bPd4czPDo74+zcFcaYvPEKoIIWJUMkksf3vsyls89k8DSgTFYpadDu72HvQCv3bX6cp/a/SjgRzXWzphRdaCyprKXM7jzhttFkgg3dreMOWiocLpZW1lFic1Bmd+I0WzGPoUdlJC6LlSUVtaxtPzCh9xlOQ1Exuhh77snhz2TVTVjtJsrszqHgPJyI0x8N0x8N84/f97Pu6b1ccImLf7mujBkzbFkLXrbvCPPDH7eyd1900gcsoIIWJYP+se9VdvU1M698Wq6boqTZ4dWZt3Tv5TebHuXR3S/ijQbUYoc5oAuN8xtn47KMLq/CopuodrrxxY4fWDrNFpZU1GI9oofCppuYW1qJw2xJ+0VZE4LpxWW81tlMMo1XX5PQWFRRm7b2CiEwCR231Y7baqfJXcrSynqklGx5uIsrH93CU4+fRGXl8Iv7plt7e4x7ftM5JQIWUEGLkkED0QAvtmxgblmTGiKaJFKGQUewhxea3+TF5g38Y/86vNHCnKUwWVh0nblllVj10Z3OBXB6TROhRPyY2TqCwaRYu9nM6TVNrKidltVjt6GohFqXh2Z/+ioB20xmPNbMJfkeHlJCCHShsW9fhPaOeEaDlnjCoLcngZTQ25eclKs5j0QFLUpG/XHbP/jg4kuxmrJz16Gk32CvCvSGB/jFmw/xf5seoz/iV/kqeaLc7hx2Ku9IhBDUFxVzYdMc/m/ra0fNkDm/aQ51Lg8lNgc2U/bzMzQhKLE50hq02M3mERNwM0Ee8f+Z8sYbAa5831ZSSUkiKVXQoijp0hf2EUslVNBSgFLSoNnbwcutm3lq3yts7t5Dq79bBSt5psTmwDTGfA0hxLABSaXDRcOhmTS5MqO4jM097WOqm3I8Hqt9XPks4yUl7NkbwWQS1NfZ8Hj0tAV/hiH550s+Hv5bL319iSkVrBymghYlo4KJCOFEFLf1xAmCSn6QUhJKRPjbrn/yn8/djT8eStsFRMkfdpOZeWVVR5Wjd5pzW29ECMHskgpmFJezd6AnLeHxjOKyrE4FSCQkH75xB0IITl7q4qc/ms3CBc60BC6/f6Cbf7t1Nz5f6sQbT1IqaFEyyhcN8krbZq6Yc+6oDtpALIzNZME8yvF5JX2klMRTCZ7c9wrfeuleDnjbiRsTmxar5K9iq50rZi3OdTOOoQuNS2cs4KW2fazvbJnQewmg1ObI+jBXPC4BySuv+rnsnZv5xtemc+01VWja+NohpSSVgtfXB6Z0wAIqaFEyLCVTfPvl33B67UI8Vtcxz7f6u3mx5U2SRoql1XNZVjMfLYtduVPV4dk/kUSMrlAfO3oPctDXwRN7X2Zj1241ZXkKyNfkeCEELosVj9U+4feymy2U248972RKwjg2oOjojPO5L+zFZBK8/72VYw5cpJS8+JKP7/+wlede8KappYVLBS1Kxu3pb+Xy338Gk/b2r5ukL+LDHxtc2OtTp1/N8rpF2W/gFCKlJGEkuXfjI7zcsontvfvpCQ8QjEdUrkqBMmvZSzItNFWOolFPBZ8oKSWB+PDBfv9Aklv+bTdeb5KP3liLyTS6wCWVkvzpzz381/87yI6d4XQ2t2CpoEXJOMlgWXclNw4XwxqI+Dnga+fXG/7Gw7teIJ5K5LppygTpQjC/vCrXzchb9UXFWctnkUCr3zvi84FAitu+so9USnLTR2qxWI7foyyl5B9PD3Dzp3bhD0ztIaEjqaBFUSaxlJHiT9uf5tkDr/PP5jfxx8LEUpN3MbWpxmm2UuEoytuhnokoSkMPSZk9PQmwoxFOxOkMHb9mUThs8IUv7SORkHziY3VYrccPXB55rE8FLG+jghZFmWSklCSNFPu9bfz8zYf407Z/EFI5KpPSrJIKbJM0ab3JXUp9UTEdQf+4Ki3rQqPYNvG8mNHqjQQJJWIn3C6RkHz59v20d8T5xh3Tjxu4BAIqEf7tJue3XSlIAxG/WmBxgiKJGA9se4q/7XqBjV278cWCuW6SkiFVjiLOaZiZ1uPl8PTnfDgGnWYL7593Cv+3dR3d4bF/j51mCyU2RwZaNryBaGTUWWHJpORnd7cxZ7adS9eUMdwYljQkbe0nDoKmGhW0KHnjxZYN+GMhPLbsZftPBlIOJjQ/uONZXm3bwqO7XyIlVZfyZOa22Fg9Y/6oVi4+EV8sgjcaoT3oI5pMUOEoGip7X2Z3YjeZcxLECCHQNW3cC666rTYsWUpSllLijUXG9Jp4QvLpW/fwlf/cP+wnlEAwqI7jt1NBi5I3mn2dPLrnRa5ZuDov7vTy1eG74fUd29nSs5fOYB8P73yBPQMTq2mhFI76omLqXJ60HCevdTTzWsfBoV4CccT/N7iLuWL2YoosmVu753g0MbgO0niU2hxoWTqPSKAr6B/z6xJJycCAGgIaCxW0KHkjJQ2e2vcq752/ShWXG4GUkkf3vMhfdz7P6+3baAv05LpJSi6k8VpsyKMnux+5dk5rwMuWng5Or2lC17JfP0nAuHuTalye9DbmOJJGasw9Lcr4qCuDkleeO/A6+wZamVs+LddNyRuDZfWjvNa+ldfbt/GbTY/SFerPdbOUSeBwkcGRGFLyfMseHGYLSypqc9IDuqiilp393WNaSsIkNGrT1BM1GsF4jGBc5Z9kgwpalLwSTsTY1L2HOWVNU3aISEp56AQtiaeS/G7r37lv8+Ns69mvclWUtDm8erc/dvyZZYaU7B3oZXFFzbjzS8ZLCEGTu4Qz6qbzUuv+URdA1DUNxziHlcYjnEyQNMY+w0kZOxW0KHlFIvnJaw9w/rRTKXcU57o5WZVIJdnvbef1jm38becLRFNxIskYm7p2kxymPLiijJeUkq5wgBdb99Ea8J5w+9aAl2gyicOc/dXaLbqJxRW1rGs/SHyUx0GZ3ZnVtsZTSVVROktU0KLkne29+3l8z0v8y+JLp0xvS9JI8p21v+Xnb/6FYFyNjSuZMzjbLMRzzXvY5+0d1WviRpJYKjdBCxxK4RnDqWB2SQWmLK1hJqVkn7dPhSxZolamU/KOBB7Y9g9ik7zM/OEicBs6d/Efz97NT1//owpYlIySUtIfDfO77etHHbAAJFIpukOBoZlr2WbW9FGvsSSAGpc7azc88VSKvWP4XSoTo3palLy0q+8g7YEeZpTU5bopaTWYr2LQHujht5sfZ33Hdt7s3EkgrhZDU9LrcG5UJJkglhqcVhtJJni+eQ+BMSaNSuCVjgNMKy7DmoOZfVaTCY/VTihx4iUorCZzVld2bg/66I+o4zdbVNCi5KWBaIAHdzzLrSuuLeghosOLFXYGe+mL+HmtfSsvHHyDjV276QiquzMlvWKpJC3+AUKJOJ0hP51BP/54lGhysNfSkIyrJD5AZzBAR9BHk7s068ekLjSWVtXTFwkNBWAjKTJbsZmyd2kbiIZVPksWqaBFyVt/3v4MHzn5XQVbITeajPNyy0Z+vfFvrGvbSigRJn6CE66ijEZvOMjLbfuPeTyUiPNGV8uYpgePVkoabO7poMldmvb3PhEhBEsqagkn4jzXvPu425bYHaMeSpooKSU+VZ8lq1TQouStFn8nB30dLLbOKqjelpRh0Bbo5s6X7uHhnc+TMFSgoqRXdzhId3hP1vfrj0UwkOhZnvoMg9Vxy0axltDhJQiypS8Syur+pjoVtCh5K5ZK8OPXHuAnl3wh7yvkSinpDPbxatsWntr3Kk8fWEd/ZOxlvRUln3ljEeLJFHZzbuZwOC1WNCFG7EkSQKO7JGvtSUqDAdXTklX5fSVQprxnD7xOW6CbacW1uW7KsKSUxFJxHtr5PHe//ie29R7bZa8ok4U/FuW1zoOcXZ/e1aVHy22xYdVNRJLDzyzUNY1iqyOrlXADJyjOp6SXClqUvBaIh9nas48mT01eDBGljBSxVIIWXycvtW4ikUoe6l15ZdJP0VYUCbzZ1crSynrcWR6GAXCaLdS4PCNO1y622imx2bPSFikl3aEAUZWnllUqaFHymiEN7nr5N5zVsDSnCblSSvojfn702h94cu8r9Ea8eKOBnLVHUXIlnEjQEwnmJGjRhOD0miZ6woFhp203ukuyloQLsKO/K2v7Ugap4nJK3tvVd5BX27bkpLDV4WDl/i1P8M4/fIafvf5H9gy0qIBFmbIkMmeF5oQQTPeUclpN0zHPaQjmlVVlrUc2lkqOagkEJb1UT4uS91LS4KGdz7FqxulZW7AtZQwWgPvN5kd5cMeztPm7x13fQlEmm2b/AKfXNKHnYMhWCIE+TIl+uzm7ReUGomGC8RMXu1PSSwUtSkH4Z/ObdAb7qC2qyNg+pJREkjEGogF+8toDPLzzebrDAxnbn6IUqhb/AAPRMOWO3AzZDhcsVThcWV0byReLqhuZHFBBi1IQukMD/Hn7M9xy2vvS2v0rpWRH7wEe2vkcPWEv6zu20x3qpz/iUzUuFWUEcSPF5p52zmucnZME+WqXG10IUkcMUTnNlhxUj1GyTQUtSkGQSH694WGWVs9hZf1idKFP6GQppSQYj7CufQtfe+HnbO89kL7GKsoUsL2vi5V107GZzFnfd7ndSYO7hAO+/qHHqp3ZWyRRSok/rqY654IKWpSC0Rro5l8e/A9Wz1zBZ1d+iEZPNQBmzYSujS6nfLDsdpA/bvsHv9n0KHsHWkkaqUw2W1EmJX8sSrN/gDmllVnft1nTuXTGQu7d8iqhRBxdCBqzvLxAd0gl4+eCClqUghJJxnho5/O82LKRCsdg5csF5dP54JLLcFoGp2CaNRPFtqJjXuuPhXho53M8vOsF9g20ZmR9FkWZKgxyt+6OEAKH2UyRxTa08nM2R6niqRQtauZQTqigRSlIvWEvvWEvANt79/PXXc8PzSzShIbNdGxCXsJIEk6oLl1FSZeuUABDSrQc5LWYNZ0lFbV0hvxYdBOOYY75TPHFIwTV8FBOqKBFmRTePsQTS6mpiIqSaTv7uzmtpokq57E9m5kmhBjKpymxOXBmaeaQlJK2gI+EoWYO5YIqLqcoiqKMSyyVZF3HwZwNtVY6XZiERpndmdXeHlVULndU0KIoiqKM2+7+7pzlthSZbbgsVoqt2VlvCAYDtfagL2v7U46mghZFURRl3KKpZM5m0lhNJkpsDoQga9OdB6IRvNFwVvalHEsFLYqiKMqEtAZ9uVmL6NBPNiWNFIaaeJgzKmhRFEVRJqQ/EkJOgRrSUkr6pshnzVcqaFEURVEm5ICvn55wKNfNyIqDfrUeWS6poEVRFEWZkISRYmtvR06GiLIpKQ26w6oSbi6poEVRFEWZsD0DPSSyvCSGZDAZ132oGnbG9yclSVWfJadUcTlFURRlwrzRCD3hIHVFxRndj5SShJGiLeCjJTDAitppVDndGd3nYcF4jHBCFa7MJRW0KIqiKBOWlAadIT+1Lk/apx9LKTGkpDXgZXNPO21BH95ohBKbnZW107NSWE5KyeaeDmKpZMb3pYxMBS2KoihKWuzq7+Hkqoa0TEM+HKhEU0ma/f1s7G6j2T9w1PDMwvIaTKNc4X2iDCk56O/Pyr6UkamgRVEURUmL9qCPnnBg3MM1UkriqRSdIT87+rroCPkJxKME47FjJhnrQqPJU5q1onJxI5Wzyr/KW1TQoiiKoqRFLJVkc08HlY6iUQcTUg5WPYkmEzT7B3it4yBtAR/GCWqhlNudWV2oMZpMEE9lN9FYOZYKWhRFUZS06Qj6MKREP0HQkjQMDvr6afb30xny0x+N4I9FRl22rdTuwCSyNwF2IBomrvJZck4FLYqiKEra9ISD+ONRSmyOY55LGQbhZJzecIh93l5e72wmNc7aLjOLyyfa1FGTUtIdCqg6uHlgzGHqCy+8wOWXX05tbS1CCB566KGjnpdScvvtt1NTU4PdbmfVqlXs3r37qG36+/u59tprcbvdFBcXc+ONNxIMBo/aZtOmTZx99tnYbDYaGhq46667xv7pFEVRlKyKppLs7u+hPeA76qct4OWpAzv4xca1/H77el7tODjugEUAbqsta/ksEmgOqEq4+WDMPS2hUIiTTjqJG264gSuvvPKY5++66y5++MMfcu+99zJ9+nT+4z/+g9WrV7Nt2zZstsECQNdeey0dHR089dRTJBIJrr/+em666Sbuv/9+APx+PxdffDGrVq3i7rvvZvPmzdxwww0UFxdz0003TfAjK4qiKJn09MGdwwYURhor5oosLpUYSyXpDgVPvKGScUJOoO6yEIIHH3yQd73rXcBgL0ttbS3//u//zmc/+1kAfD4fVVVV3HPPPVx99dVs376dBQsW8Nprr3HqqacC8MQTT3DppZfS2tpKbW0tP/vZz/jyl79MZ2cnFosFgC9+8Ys89NBD7NixY1Rt8/v9eDye8X40RVEUJU85zRauX7wCtzU7lXD3e/v4w4430hp0KcPz+Xy43SPPPktrFtP+/fvp7Oxk1apVQ495PB6WL1/O2rVrAVi7di3FxcVDAQvAqlWr0DSNV199dWibc845ZyhgAVi9ejU7d+5kYGD4LrpYLIbf7z/qR1EURZl8ZpVUUGSxZm1/sVRSBSx5Iq1BS2dnJwBVVVVHPV5VVTX0XGdnJ5WVlUc9bzKZKC0tPWqb4d7jyH283Z133onH4xn6aWhomPgHUhRFUfJOpcOVvXwWKemPhrOyL+XEJs2Cibfddhs+n2/op6WlJddNUhRFUTKgKEsLJAJIJAd8fVnbn3J8aQ1aqqurAejq6jrq8a6urqHnqqur6e7uPur5ZDJJf3//UdsM9x5H7uPtrFYrbrf7qB9FURRlctGFlrVcFoBIIkFfJJS1/SnHl9agZfr06VRXV/P0008PPeb3+3n11VdZuXIlACtXrsTr9bJ+/fqhbZ555hkMw2D58uVD27zwwgskEomhbZ566inmzp1LSUlJOpusKIqiFBC31UaZzZm1/Q3EIoTUys55Y8xBSzAYZMOGDWzYsAEYTL7dsGEDzc3NCCH49Kc/zTe+8Q0efvhhNm/ezIc+9CFqa2uHZhjNnz+fNWvW8NGPfpR169bx0ksvccstt3D11VdTW1sLwAc+8AEsFgs33ngjW7du5Q9/+AM/+MEPuPXWW9P2wRVFUZTCU2pzYNb1rO2vJxxUSbh5ZMx1Wl5//XXOP//8oX8fDiSuu+467rnnHj7/+c8TCoW46aab8Hq9nHXWWTzxxBNDNVoA7rvvPm655RYuvPBCNE3jqquu4oc//OHQ8x6PhyeffJKbb76ZZcuWUV5ezu23365qtCiKokxx9UXFWavQIqWkXw0N5ZUJ1WnJZ6pOi6IoyuRiEhrXLjyVuqLirOzPkAZ/2P4m+1UibtZktU6LoiiKomSK22qj3OHK2v6C8TidIVXzK5+ooEVRFEUpCHVFxVi07OazRJOJE2+oZI0KWhRFUZSCUO0sympRuYP+frWyc55RQYuiKIpSEJzm7JXuBwirqc55RwUtiqIoSt4zCY0ye/bqsySlQa+aOZR3xjzlWVEURVHGwqRphxY4PHpoJ5FKEUrERjUE47RYsloJN5yIq+nOeUgFLYqiKErGWHUTiypqOK9x9jH1VRKpFPt9/Rzw9dEVDuCNRoinksMGMSU2B1Y9e5csXyxC3EhlbX/K6KigRVEURcmYU6obOKd+JpoQxyTRWnQTC8urWVheTUoa+GMxfLEILYEBDvj66Qz5SRoGAE3u0qwWlWsNeFUl3DykghZFURQlY8yahq6NnD55OJAxCZ1Su4NSu4NpnlLOqJtBTzhAW8BHwkgxv6wqazOHANqDqj5LPlJBi6IoipJXhBCYhKDG5aHGlf3K5ikp8ceiWd+vcmJq9pCiKIqSEWZNp9o5ckn2fBVOxPHHIrluhjIM1dOiKIoypRybWwKDeRykuZRamd3JNE9ZWt8zG1oCA4RVJdy8pIIWRVGUSUrXzZhMdkpKGqismofZbGf+/EtwOEuP2TYQ6OLBP/8b0agvbfsX4u2TnAtDSBWVy1sqaFEURZkENM2MpmnY7SXMmHkWHk8dixZdQXFJPQ5HKVZr0dC2w/W0GEaKTRv+zNatf0tbmxaV16BlMXk2HaSUDETCuW6GMgIVtCiKohQYTTNhMllxusqZO/diXK4K5sy5EJu9GIejFI+nhsN9HKOdcSOExrQZZ6QtaKl0uFhYXpPVGT8TIaVEAgPRMAf8/blujjICFbQoiqLkMU3TsVqLMJvt1NQsxlNcx4KFl1FdtQCb3YPTWZ6WwEAIQU31IoTQkNKY8Ps5zVbsJvOE3ydbwskEG7pa2d7XyUBU9bTkKxW0KIqi5AkhdMrLZ2A2O5gx82xKShopK5tOff0pmMw27PYSNE0/tG36ezDKDu07Hg+m/b3zncNkZkXtNJZU1tITDrG1t5393n6CiVium6YcQQUtSkEyV5hwLLCDdvSJO94RJ7Izmu5JEIqSdiaTlaqq+ei6hcqqeTQ1LcfhKGHO3IswmayYTBaEyG5VCpu1CIslPUFLrauwpjoLIdCFoMhio8hiY5qnlFAixkHfAF0hPwf9/fRGQkMVepXcUEGLUnAci+3Uf7EWa4PlmOeMsEHnL3rof2gAmVSRi5IPBJqmU1k5F5ergrLyGcyadR4lJU3U1S9F00yHek+Gn4qcTQ5nObV1S9i18x8Tep8ii5WTKutz/nkmQjsUwCyqqGFheTVJw6A/GuKgb4AXWvcQT6l1iXJBBS1KQSla6aLuM9WYq83DnhB1p07NJyoROgw87iPlVycWJXvMZjuaZqKu/mScjlKqqhfS0HAKNpuH+vqTMVscCCGy3oMyWpqmM2fOKnbvemZCeS0NRSV4srgic6YJITDrOlVONx6rnXUdB1XQkiMqaFEKg4CiFS7q/r0GS9Xxk/s0s0bNx6uw1Fno+nk3qYDqzlXST9NMOJ3lLFh4GW53NTabm7lzL8ZssePx1KHrZvKh92QshBAsX3ED69bdS3fX9nG9hy4E7kkUsCj5RQUtSkGwz7XR8OVadLc+qu2FLii7ogT7HBtdv+ghuD6k8lyUtJo561w+cO09OJ3lQ8mxk4HZbMekHzv0Olqldidn1s9IY4sU5S352UepKEewzbTS8OU6dLc+prtWoQkcC+zUf74GU8nkuago+cFstuNyVUyqgAUGh4jsjpJxv14g0IVWUD1MSuFQQYuS19xnupj+7UasTZZxnQSFEJirzFR/tHLUvTSKMpUJoVNWOm38r09fUxTlGGp4SMlPAjznu6n7TDW6Z2w9LMe8lSYouaQY2wwr7T/uIt6eIOlNgsqjU5RjCCFwFVWO+/VFVmvBle4fi3gqRcJQJ49cUUGLkn80KFlTTO2/VaE70tM7InSBfb6dGd9tIhUyOPjlFsJbx7n0/ODs1OEZh34UpYA1NJzK4Jd87Ilgje7SSd3bMhANE00mc92MKUsFLUpeEWZByWXF1N5chbCm99QnhEDYBMIqqPlkFd6nfMgkhLeEibXEkSl5wt4X+wI71TdUjDjUlAqmSAUNvE/7CLwSRMZU9u9klUolkFIyGTsV6upPxu2uxu/vGPNrdVFYM6bGQkpJTziIVFn9OaOCFiVv6G6d6psqKb2sGGHK3ElPiMEEXccCOwDJviSpgMHA37303N83/M2lBqXvKKb6I5XoxccfrpJSUrTCRbw9Tu8f+/E+6UMm1ElusgkGujCM5KRLxAUoKWnk7HM+yWOPfiUt6xBNJvu8vbluwpSmEnGVvKA5NRq+Ukvp5ZkNWA4Th+4GhRCYy83Yplspf08pFf9SPuxRUXp5CTU3V2MqMZ3wLlIIgW7XsM2wUndrNc6THRn6FEouRSI+EolorpuREUIIFi95NxaL+u4eKWkY+OKT829eKFTQouScXqTR8KVaipa7EFruupXN5WZKLy1GO3JYSgPPhW6qP1qB7hjb4SKEQJgFmk0dZpNRMNiN39eW62ZkzGQd4pmIzpCfgYhaATqX1PCQklPmajN1/15D0enOnAYsR9JsGugSzaZRdnkJ5deUodvHH3iUv68UYRL4XvCrRN1JJJGI4PW2Ulk1f1Je4C0WJ2aLg1hsbIsn+mNR/LEoDrNlUuW3SCnZ0ddFUg2X5ZQKWpSccSy203BbLZb68dVgyQgBtZ+qxrHYgTALTCUTnG4tBK6TnFjrLFRcXUZoQ4iOn3anscFKrkhpsG7dPcyecyFCTL68FrPZjsU89uGhdR3NbOxpp8zmoNrlZlF5DSU2B3bT4PIbeXOsj1HCSLHP15frZkx5KmhRcsKxxE7j7fWYK0+cI5JNJreOfb79hOsbjZW53Iy53EyiV02VnEx8vnaknJxJ1hazg9LSafT3HxjT6ySSaDJBW9BHW9DHhq5WnGYrs0rKmVVSQbHVjttqx6wVVtXc/kgYX3ScZRKUtFFBi5JdAjznFFH7mWpMpfkVsADoRTp60eS7a1aUsRITLOd/WEpK/PEob3S18mZXK2ZNx221Md1TxqySCmpcbqx6/p0LjiSlpCPkV0NDeUAFLUrWCJOg7N0lVN1Qge6amoGBuVTHNttGdLeagTAZBAPdhEI9uN01uW5KQZBA3EjRGwnRGwnxemcLFQ4nje4SalwePFY7FXYXNlP+BTH7vWpoKB+ooEXJCmESVF5fTuU15Qhzfp2Mssm+wE7F+0tp+UZ7rpuipEFv7x62bX2U5StuzLuLbCGQSLrDQbrDQaAFTQjcFhvTi8uY5imlyV06GMCQ24TeuJGiOxzI2f6Vt6igRck4vUij6sZKyt5ZMqUDFhhMQrTPtWOuNpPoTOS6OUoaNB9cx/IVN+a6GRlRW7uEWPSti7WUBl1dO/D7MxN0G1LijUV4s6uVDV2tuCxWKh1FTPOUUuvyUGJz4DBbEGQ3obc7FMAXU72j+UAFLUpGmUp0aj5RRfFqj7oTPcTaZGH6XY0c+GIz8XYVuBS6zs6tpFIJTCZLrpsyIVLKQ8sSvNWrseqi245JNN6y5WF+c8/VjGddojG1BwjEYwTiMfZ6e9GEwG4yU+fyUO1yM6u4Ao/Nji3D+TBSSrb2dpJS+Sx5QQUtSmYIKFruouYTVVin5dGU5jwghMA6zULtZ6pp/WY7yQG1Ymwhi8VCSFl4f0MpJaFQL5HwAAPeFg4eWEso1Mcll34dq9V16JgVx6ytVFk5l+qahSQTUVKpBF5vS1ZK/RtSEkrE2TXQw66BHl5u24/LbGV2SQVLKmuxmcw4zRZ0kd5ZSRJJb2RstWqUzFFBi5J2wiwovtBN7b9VozkLa1pjtgghKDrdReNX6xl4wsvA332q6FyBikS8xONhzGZ7rpsyRpK/PvTvbN3yMMlkDMNIMWv2+ZhM1uO+qqpqPp/6t38ipSSZjHPf/13Lrl1PZ6nNb0kaBt5YhNc6m3mzuxVdaJTaHUxzlzGntIJSmwNbGmrDRJJJ+lUV3LyhghYlrTSHRu2nqii+2INmVuXrj0doAtcpTkwlOqFNYeKdiROuMq3kH8NIIo38+MMZRopUKk4sFiQS8VJePus4F2yB3V5MPB4GBA5nGXPmrELTjn9ZEEJgsTgBsFgks+esyknQcphu0ala1oBuHpyR2AZ0iAHc5hBFEY2aiJUqYafIbB1XQq83GiaSjGeg5cp4qKBFSQ8TWCrN1HyiCvfZRXlTkv8wKSWpoIFu17KyIONYWButzPqf6bT+vw78L6oZCoVHYuQ43yEaDbD25f+lpfk1enr3EAr20Nh0Otd9+A/A8N93IQRLl76P4uIG3O4aZs46B7e7ZkwXdSEES09+L889911CwZ40fZqxsZc7mXHxPDTT0TdJUkqQ0B6Os3vfAJaDvdQEzBSbbFTYXVi0E1e7llJywNdPapIWECxEKmhRJu5Q6fvi893onomVvc8EKSWJzgRJbwrbzMG7rXwidIHu1qn9TDXhHRGSqmpuQQmH+3n1lV+y6qIv5ey7H4sFjgkcDOPE36MZM89ixsyzJrRvj6eWxsbT2L7tsQm9z3jpZn3YuEwIAQLMLiuexVXIhZLOgQh72nyY+jqxt8eZoXuosLuwm81ow/TCxFJJtvR2ZOmTKKOhghZlYgS4zymi5CJPXhaMk1IS2x9DmAX2eba8C6gOE0JgrjBR/t5SOu/uzvTEDCWNDCPFjh1/54ILP4+uT3z5h1QqQSwWIBYLEg4P0NG+marq+dTXnzLi99flqqSp8XQOHlxHecVMPJ5aTl9+PSP1sqSTEDrTpq3MSdCimTTK5laesGdXCIHQBfZyJ/Zy5+B5wRthw4EBYq0tmDtjlCTMmMTRvTWhRFyt6pxnVNCijN+hgKX+C7VozvzLX5EpSWhjGFOJnl+LMo5ACEHxBR56f9+nZhQVGO9AC8FgDx5P7YTfa+/eF/jD7z9KPBYkmYyRSERYufIm6t9zyoiv0TSd97zvp0gpcbnKD+WlZKcgmxCCurqlCCGyvg5TzWmN1J85fcyfUwiBrcSBtdgOSyEZSTCwr4/+Xd0M7OklHohlpsHKhKmgRRkfDYpXeaj7TH7OEDISBqE3wlhqzFga8j9gOcxcaaLimjI6fqZ6WwqJz9fGzh1PcvryD4+4zZEX9ON9H6Vh4Pe1D00jNpsduD3HXyZACJHTpQRsdjdCmJAye3WHXLVuGs+ZidDGf8N0+O9gdlioXFRDxcJqYv4o/bt66N7YRtQXJe6PIg11MOYLFbQoYyZMUP7+Mqquq0DYclteezhG3CDWHMe+wI7uyr+A6niEJii5rIT+x7zEDqgZC4Wkp2c3icSxVVMNI0lry3o2bPgTsaifNZfeQWnptBHfp7pmIWef8ynsdg9OVwXTmpZTWTUvgy2fOJerErPZRiyWvaClZGY5Zmd6C/oJIbB57NSc2kD1KfWkYkkCrV66NrbTv6ubZFTlm+WaClqUMdGcGlUfrqD8PaV5NwtHSokRNogdjGObbkWz59+Q1WjoRRqORQ4VtBSYV9b+gu3bHz/mcSOVoL//AMlkDJvNzZpLvnrc93G7a7j8nd8CsluqfiJcrgqcrnJisezNfhNa5m6YDufAaA4LJbMrKJlVQaDNy7Y/vEnMp8r555IKWpRRs06zUvvJKlynOvNySnNyIEV0XxTnYgeatTADFhg8YbpOcuB9wotUN3YFIxIZIBIZOO42c+etxn2CvJdCCVSOZDbbKSlppL9vf3Z2KMBV68nOrg7NQnLVeDA7LCpoybHCPbMrWeU8xcH0bzXgOi1PA5b+FInuBK6lzoIOWA7zXOCm/P1l6gidZEpKGk9YcbYQaZqJpqblWd2nyTbxmVpK4VGnROWEXKc5afzPesw15ry7C5RSkuhOkvIlsc+x5d2Q1XhpFo3K6ypwnuTIdVMU5YSEENjtJVnbn9Vtw+qefMGfcmIqaFFGJqD4Ig+N/1mHqSRPi8Z1JZApiXW6Ne96gCZKswlqPlGFqUyN4irKYaVzKlj6kZXYy5y5boqSAypoUYanQ8U1ZdTdWo3Jk9ml38dDGpLIzigyCZY87AFKByEE9rk2aj5eqY5URTnE7LRg9eRvoUgls9SpUDmWBlXXV1B1Y0V+VrlNSWIH45jLTVjqJmfAcpgQAvfZRTgXq2EiRYHcJCpLQzKwr5dEOHtTupXhqaBFOYowQcmaYireX4Zmyb+vh0xJontjmMp0TGX51wOUCZpdo/K6cnRX/v09lLEJhXqHisZNFlJKDCNFVqohCvA0lWZ+P8PsVwhB3comyhdWI3R1LOaKGixXhmh2jZqbqyi5xJN3AYuUEpmQRHZEsTZa0IvyL8cmU4QQuE510vCVOlq/3UGyT82DLlR79zxPNOLH7ijOdVMmTEqJz9vK/gMvs/71++jt2ZPxfZbMKB9cayjLx74QgtLZFZTOriAVT7L9gQ307ezOahuUQSpoUQAGcydursK5xIHQ8y8YSA6kiOyM4DrFibDkXxXeTBNCUHSGi/rP1dD2vQ4SXSpwKUTBYA9eb0vBBC1SSpLJKPF4CL+vg23bHiUWCwGQSITZuPHPBPydWek9MjssNJ43K+1VcMdKM+sIU37d1E0lY/7Nv/DCC1x++eXU1tYihOChhx466vkPf/jDg9UEj/hZs2bNUdv09/dz7bXX4na7KS4u5sYbbyQYDB61zaZNmzj77LOx2Ww0NDRw1113jf3TKaNiX2Cn6RsNOJfmX8AipSTpTdL27Q5SvtSUDFgOOxy4zPhuE5ZaVaOiEMXjIXbufCrXzRjWYIASw+ttY/fuZ/nrQ//OA3/4V374g7P5zl2n8KMfnsPjj93OM09/i2ee/hb/fOFHR62RlGll8yrxNGVvWrWSn8bc0xIKhTjppJO44YYbuPLKK4fdZs2aNfz6178e+rfVevR8+muvvZaOjg6eeuopEokE119/PTfddBP3338/AH6/n4svvphVq1Zx9913s3nzZm644QaKi4u56aabxtpk5TjsC+xM+3o9por8zA8xopKWO9sJrA3iObcoL9uYTUIILA0Wmr5WT+cvegi8Ejzxi5S8Mtz6RNkkpURKg2QiSjIVx+ttZe+e5/AOtNDc/BpdXduJxQKkUvmVdDrZShoo4zPmoOWSSy7hkksuOe42VquV6urqYZ/bvn07TzzxBK+99hqnnnoqAD/60Y+49NJL+c53vkNtbS333Xcf8XicX/3qV1gsFhYuXMiGDRv47ne/O2LQEovFiMXeWk7c7/eP9aNNOUUrXNR/sQZTaX4GLFJK/C/4By/MapHVIUIIbHNs1N1azYEvtRDdEzvxi5S8EYl4kVJm5ZgbXFlaEol4aW19EyOVpK9/Pzu2P0Ff7z5isQCRiJd4PJTxtihKOmQkp+W5556jsrKSkpISLrjgAr7xjW9QVlYGwNq1aykuLh4KWABWrVqFpmm8+uqrvPvd72bt2rWcc845WCxvjV2uXr2ab33rWwwMDFBScmwX4Z133skdd9yRiY8zKbnPdFH/hVr04vxMaJWGJPhaiO7/64XJNdkiLYQQmKvNNHy5jpZvthHdrQKXQrFr51MkEl/FYknfNPbDwUkqlSQWC9DRsQW/r53Ozq10de2gu3vnoURZ49C2hUPogrK5VVQsPv6aTcrUkPagZc2aNVx55ZVMnz6dvXv38qUvfYlLLrmEtWvXous6nZ2dVFZWHt0Ik4nS0lI6OzsB6OzsZPr06UdtU1VVNfTccEHLbbfdxq233jr0b7/fT0NDQ7o/3qTgWuak7nP5G7AAJLoTtNzZrmbKHIcQAttMKw1fruPA55pJ9KjfVSEIBnsIBnsoLW0a93tIKUml4vT17af54Do6O7fS07ObQKATv6+DQKAbw8iv4Z3xKp9fzbz3nJTRVZ2VwpH2oOXqq68e+u/FixezZMkSZs6cyXPPPceFF16Y7t0NsVqtx+TOKMcqWuGi7nM1mErzN2ABkEkwwqmjHgu8HsJznhvNpjL3DxNCYJthpfy9pXT8VE3BLATBYA+dHVtOGLQc7hExjASBQDd+XwcDAwfp7z9IX+9e2ts30d29k2jUl41m54zZZUFTdVGUQzI+5XnGjBmUl5ezZ88eLrzwQqqrq+nuPvrkmkwm6e/vH8qDqa6upqur66htDv97pFwZ5fiESVB8sYeam6vQi7T8DlhSEv8//Rixo7uxvU/5sM+yUf6+UpWUdwQhhArkCookEvENO0yTSsUJhfrwDjSzb9+L9PbuZaD/IK2tbxxKjk2iEryUqSzjQUtrayt9fX3U1NQAsHLlSrxeL+vXr2fZsmUAPPPMMxiGwfLly4e2+fKXv0wikcBsHpza+dRTTzF37txhh4aUE9Ch8vpyKj9QDnpuymCPlkxKen7fR9eve47NZTGg654eTCU6xas8eTc9W1FG6/HHb2fL5oeOeTwQ6KKnZzfRqJ9UKp79hilKnhtz0BIMBtmz563Kh/v372fDhg2UlpZSWlrKHXfcwVVXXUV1dTV79+7l85//PLNmzWL16tUAzJ8/nzVr1vDRj36Uu+++m0QiwS233MLVV19Nbe1gotUHPvAB7rjjDm688Ua+8IUvsGXLFn7wgx/wve99L00fe+oQJkH5+0upuLoMYcrvi7xMSnr/1E/Xr3qQieHvJo2QQetdHcRa4lReW45mVz0MSuHxDjTjHWjOdTOUcZApg3hAJb7nypiDltdff53zzz9/6N+Hk1+vu+46fvazn7Fp0ybuvfdevF4vtbW1XHzxxXz9618/Kt/kvvvu45ZbbuHCCy9E0zSuuuoqfvjDHw497/F4ePLJJ7n55ptZtmwZ5eXl3H777apGyzh4zndT/ZHK/A9YDIn3aR+dP+8eMWAZ2jYu6f5NL8n+JLX/Vo1mVYGLokxW+dIznAjFiQWixP1RIn1qiniuCFlo899Gye/34/F4ct2MnCt/fym1t+R3HpCUkoEnfLR/vxMjPPr5zcIkqP9SLcWr3HlzYssFKSV9Dw3Q/t3OXDdFUdLGVeumfF4V5QuqcVYV5bo5pOJJUrEUHW+00Lm+hehAJNdNmpR8Ph9ut3vE59XaQ0pOSUPiez5Ax0+6xhSwwOBwUvsPOjGV6LiWOads4CLjkvBWdQJVJg+z08KC952MrdSRN8e1bjGhW0w0njOTysW1dG9qo39XD8GuAEY8deI3UNJCBS1KzkgpGXjUS8fPukgFxldBLuVL0XZXB41frcc+35Y3J7hskCmJ74UA/n8G8L2gKkArk4Nm1pl5yXxsJfkTsBxJCIG91EHjubNoOGsGwc4A3v19hLuDxIMxkpEEwQ4/0piUgxg5p4IWJeuklBhhA+9TPjp/3jPugOWweEeC5q+2Mv07jVgaLHl5oksnIyGJ7osS70jQ8dMuEp2To4iYosDgGkOepvwvayCEQJh03PXFFNUdSkWQYKQM2tcd5OAzu0mpHpi0U0HLJCcTMmvrnIyGlJLIziht3+kgsjuathL98Y4ELf+vnaav1WMqy8+1lNIl3hpj36cOYkQMVbIjT9gdDpYtO/2opUcAIpEIr7/2KomEmr48WkIXeR+wvN3Q+UaArunUr5yOq9rNwN5eerd3EfNFMRIqgEkHFbRMcv5/Bih7dynWptz3QMiUpP8RL12/6ibZn/4DOLw5Qss322n8ah16UX5X/B2Pw7+/wGtBFbDkkZLSMi655HLmzltwzHculUoRjUZ4843Xc9S6wmMvdWB2WE68YR4TmqBkZjnFM8poOm8W4d4QgVYvPVs7CbT5SMXUkhvjpWYPTQGWBgvTvlGPdbo1ZxdyKSW+5wK03tk+eMHNIPc5RdR/tgZTyeSKyaP7ouz52IGM//6U0TGZTJx62grOPucCXC7XiMeW3+/jf+/+EX7/2Mrta0Jg1o6dzp8wDIzJedoGwN1YwtIbliMmWel+KSXSkER6Q/Rs68S7r49AqxcjqY7nI6nZQwrxljgHvtJKw221OBbZsx64yKSk728DdP+qJysXXP8LAVoFNNxWi+7UM76/bJFJecIaNkp2uN0eVl/yDhYuXIymHf87VlTk5qKLL+FvDz9IPD76omRzyku5cOa0Yx7vCYX554EWekJhksbkuuAJk4anqQQKbHhoNIQQCF3grCrCUemi8eyZbLnvdQb29Oa6aQVFBS1TRLwlTuud7Uz7diPWuux0vUopSfQk6bmvl/5HvMh49i64/hcCdFX0UP3xSjRLYd6xHdkJGt0TY+DvPjUjIQ/U1tXzzndeRU1t3ahuAIQQLF5yMu3tbbyy9sVh1xwajkXXcFuPHdZ1Wy00eNz0hELs7feys6eP3vDkmPLuqiqi6bxZk25o9+2EEKCjFoIcBxW0TCGxljidP++m/t9r0FyZXTRRysHaIZ13dxPaGM7YfkZuAPQ+2I+1yULpFSUFdRI04gb9Dw+QHEiR6E4gDYjuiRLdp0qH55LFYuWUZadx7nkX4nCMrS6Qpmmce96F7N+3h87Ojgm1QwiB1aRT73FT5y7i1LpqdvcNsKGji+5gYfe+VJ5Uh2aePL2jSvqpoGWK8T3jx4gaNH55MFk1E6QhCb4eou07HcQ7MjAdVwPdpQ8tTaC7NJwnO7E2WOBt1xFTWeF8xaWUYID3H346f94z5mJ7SuZ4PMW8451XMnv2XLRh8kxGw253cOk73sXv7ruXSOTEgbx4+5d5uG2EwGmxcFJ1JQsryxmIRNndN8DGji680cIKcq3FdiqX1BTUDYaSfYVzRlfSQ0Lg5SAdP+ui7taatK9JZCQkgZcCtH23g+TAGGYICdDsGnqRBodOWqYSE5YaM7pTw9pkRXdqCLPAXGnGUmdBswxuJywCzT5yz5FMSqQm83oapZSSWHOcrl/1EHg1qAKWPKHrOvPmL+TCVWsoKyuf0AVVCEFT03QuXnMZf3/8EaQ0iMVGDizqPaMvXS+EwKzrVLqcVDgdnFRTyY7uPrb19NITDBNL5f90W03X0FUvi3ICKmiZiiQMPOnDPsdG6TtL0nYxlylJ/0P9dPzsBIsealD5L+XYZr61iKbQBbaZNkweHQ7dyAqzQJjfatt4LxipYIrgm2E85xblZeAipSTeOphzdGQ5/uFaqjJassdms3P+BRdx2ukr0fX0TKEXQrB06TJmzpxNLBrlN/f+gkDg2GrGHpuVGaXjG9YUQuCyWFhWV83JtVUcGPDxpy07SOXpjCOhCUx2M/Zy59ANi6KMRAUtU5SMSTr/pxtLrQXXaRNft8dISLxPeun8Rc8JZ7gIs6D4Ig+2adbjbpcuulsnvCWMMIH7rKK86n6WKUng1SCd/9N9VM5KhcPN++ediS6OHoowpMEBXw/7fV10h/30RQKkpOqVSbf6+kYuvGgNM2akPylU13WKi0uIRCIjDjU5zGYc5omdnoUQ6ELgtlkHY4E8jFmqTqqjckkNjqoiLE7LpJvmPBIpJUbSUIn146CCliksFTRo/nobjf9RN+7ARUpJvD1B35/76XtwAJnMv4NQaAJzuYm2/+7EUm3BNit39WoOk1IS2RVl4DEv/Y95kdGjf2/VjmKWVDShDdPOJRVNSCTRZIKO0ACdIS+7+tvZ0deGLxYmqYKYcRNCcMqy07l49aXYbNkvDzDVFM8so3ROZa6bkXXSkOz480a8B/pz3ZSCo4KWKS7lTdH8tTam39U45gUHpZQk+5O0fK2N8Lb8nnLpOt1F5y97aPtOBw3/WYelxpzbQnvPB2j77w5S3uFzDZZUNo2YhimEQCBwmK3MLK5mhqeKM2rnEkxE6YsEaPH30RbspyvsZe9AF7FUQvXGjILFYuHMs87lzLPOO6YcvzJxmlmj9rRGPNNKDz0i3lqzZ4pJRhL4Dvar0v7joIIWhZQvRcs322j6ej3WaaPrhTASBt4nfXT/ppd4e/4v2GepMlN8vhvvs35av9nOtG815KTwnJSDM6vajxOw2E0WFpY3jDqoOrxdkcVOkcXONE/lYPezlAzEQgxEg3QGvez3dbGjvx1fLEQ8lULm43hBjjQ0NLHqojU0TZsx7tlBysg0k8bMNfOpObUBoX6/xPxRkhFVyn88VNCiABA7GKf1rg6mfasRvej4NVyklER2RGn7XicyVhgXPs2pUXdrDeFtEUKbw3T9sofqf61Es2bvBCqlJLA2SOv/ayc5QsACUOnwUGJ1Tmhfh/MZyu1FlNuLmF1Sw1n184imEvhiIfojQXYNdLCtr5UD3m6MKRrAmC0Wli5dxgUXrsbhcGSs922sq6UYUpI0jKOGB8fbtqRhkOscXJPdTMWiGhWwHCYlOf+jFCgVtChDwlsitPxXG423143YC2EkJJEdEVq/1Z61gOXwCX+i002lkINTcgzo/XM/wiSovqky7dO+hyOlJLonRutdJ54KXuX0YDpBafjxEEJgN1mwmyxUO0uYX1bPxdNO4luvPkRbcOqNrQ+W17+UJSednPHelc7Odjra24b+HY1G6e7uGrFeS08ozH0btuKxWZlTXkpTsYeiYarjnkjSMHi1pT1vZw5NVSoBd/xU0KIcJbA2SPsPu3Cd4hj2+eD6EL7n/BiR8R90MilJDiRhtLOHUkC6r+EG9P6pH+s0KyVrPBmdCi2lxP9SkK5f9ZDsO3GXsEXLzmEphMCimzISIOUzIQTTZ8zkkkuvoLKyKiu5TVVVNVRUVA39e9eu7Tzx+N9G3N6Qks5giM5giHKng8XV40tW7QtH2NWb24BUaEL1sBwhEUnQv6dXBS7jpIIW5WgSBh7zMvCYN3P7SEGsOY7r5NENgWSqJ0QmJO0/6EQmJKWXF2ckcJGGpO8v/XT/tm9UAQtAqd2V9nYog8xmM+ecewErVp6FxZK9WWSaph3Vm3OiRRYPK3PYKbXbxrVPKSW7e/tzWtbfVmJnzrsWY3ZYMNnU5UZKSetL+2h5cV+um1Kw1LdIyYl4Zzzr+xS6wFJtJnbwrX0bYYOOn3ZhKtFxn53eGi4yJfE+7aP7vtEHLJoQzCpRpcwzobq6lnPPu5D5CxYVTLLtybVVLKqqGNW2Ug6mVg+OBEkShpHzXpayuZUUTy9T3+fDDIm/eQCZUr0s46WCFiU3cnHMmsC51Eng1dBRDxthg9ZvddBo1XCdPvFCezDYwxLaHKbt2x0Y0dF/WKtuptIxNaeBZorJZOK001dyzrkXZjTZdrw0ISi2Hdvrk0gZWHXTqNsbS6WIJVPs7u1nS3cPhiHpDoVO/MJMEVBUV5x3v+9ckkAqrqY5T4QKWpRhCaFx1uIP01B10lGPS2mwYfcjbD/4dI5aNn5CCOxzbAgTyLd1fKT8Kdr+u4Np32oY9bTvkRgxg94/9tP7x74xBSwAbqsDlzk7lYKnAperiDWXvIOFi05C17ObuyOlJBwO4XAcfxjUaTFz7dJF2ExHty+USGAZQ76RzWTCZjKRNAza/cFxtTmdak5tpGze8Lk4iVAcX/MAh+9eZEqCJnCUObGXOwfzYCZhsJOKJUnG1FTniVBBizIsj7OKK87+KsWumqMel1Jy+vz38z9//QA7mp8b9/vLuERKmfUTk32eHVOZmUTXsbVl4h0JDnyplaav12ObOb7AJRUxaP9+BwN/9w0mEI/RTE8VVt089heOUzyVJJIsrNWAR0MIwbTpM1lzyTuorq7N2vdMSkkiEWfP7l20tbWwe/dOqqqqj1mx2ef3vtVWwKxrmN8WVBVnOchKJ0eli+mr5mCyDf9dDnUH2Pb7N45ORhWgm3XcjSVULa2jYlEN2iQr6x/uDRHtP/EK38rIVNCiDOv0+VfjcVYd87gQApe9nIaqpRMKWhKjzPFIN92hUfXhctq+2znsGknx1jgHv9xCzc1VY85xkSlJ8NUg3qf94wpYAOaW1Y7vhePUGuijL5L7u/J0MlssnHHG2Zx19vlYLGOfJjwRhmHw14f+xNYtmzAOJcB2drRnbf/5onh6GSb7yMG3rdiOtdhO3B896nFpSHwH+gm0+4j5o1icFixFNhzlTqweW0HPQkqE4nRtaFOzhiZIBS3KMUqK6rlg2c0IMfwJIi05H3E52DOc5R5gYRI4FjuGVpIeTrw9Qdt3OjCXm0e9tIGUkv6/DdD+k65x168xazqN7oqs9gps7mmeVCX+y8oqWHXRmqwn2w72sCRobW1m757dQwHLVGSym6lccvzeLWuxnaUfWUEyfKjH822bxoNxIn0hOta3EvNHMZIpak9ronROBY5yJ7p19Lk++UBKSffmdjpea851UwqeClqUY5w69yrK3A0n3E4IDV079m4qZSSQJ7gQxppjGDGJbs/hiUeA7tLgbVOdZUKSHEhx8PZW6r9Yg2vZ8ZNzjahBaEuYrl/3HLPw4VjYTGaKLOOb3joeEsk+X1fW9pdJuq6zfMWZnHX2eTidroxc0FKpFJp2bLVoKSUBv5/f3X8vPT1dxOPZnxl3ZFtyeR8vdMGM1fNwNxQffzshsBbZsBYN/313VkLx9FKqTqolFU+x408baX/1IB2vNWMrsVNU56H6lHoclUUFM4Tkb/HmugmTggpalKMUu2q56LRPj9jLcqQFTRfynvPv5O23SV39u9mw529s2/8U/nD3sK81YhJyOO1Ps2lUXFdG8UUexNviruRAioNfaSHelqD9h11M/04j5orh7+xkUhJYF6T5q23DDjeNRaXDg8ucxaBFQtIo/JkMxcUlrF7zDubNX4CuZ+6U1t3dycDAwDHfg77eHrZu2URbW0vG9j0W/ljucpSsbjsVC9MzZV8IgW4xoZl1Fl5zCsl4EiOeYst9r9OxvpXuLR3Ur5xO9bIGzA7zUa/LRymVgJsWKmhRjnLqvPdQUnT8vAp5aN2MytJZ1FcsOeYk0VC5hFPmvpt+fzMvbvw1T73+A2KJHE69fBvNLGi6ox7HIvuwaw+ZSkxYai3E2xLE9sdo+Vob0+5sQC86OjFSSknPH/ro/UPfhAMWgDklteijCBbTJWGkCMSjJ94wj9XXN3DZO95NbV19xi9W3d1d/PmPv0v7+8aSKV5pbsN0aDjLbbMyq6wEh3nsCdlJw6AzkLtjzVJkRTOl9zsshEC3mtCtJqSULPrgaYfqnEjaXz3Itt+/ga3EjhACW7EdV50He5kTe4kDRP4GMcr4qKBFGWLSLSyddfkJe1kSyQj7OtYxp+HsEU8ImtAo90zjnWfdzoLpq1i79T427nkEf2hwOEKmZM4KLJnKTZjKTWiWET6ngMoPlmObaSW0KUJ4Z4T2H3ehu48OWoxQCt/zAVL+9PRWVDjcWT3BBuMRQonCDFpsNjsrzziL5cvPxJ6B2itSSlKpJMnk4A9ALJqZ31UsleLl5rfWJTJrGtuK3Vw6ZyZu2+inv0sp6QmF6Q7mJmjRzDpN585E6Jn7DgshBoMRBj/v9Ivn0beji6g3gu9AP707ukhFk+hWE5WLa2i6YDZmR3aTsZXMUkGLMmRG7Qpm1C0/4XaJVIx+XzOcOO0FTdOZ03A2s+rPZM3p/87f132X13b8kVgkgBE2IAd11EYMVg4RQuA62YlzqQMjKgltCBF4OUjsQIyk760u3pQ/RSqQnoDFrOlM84yu8mk6SCnZ3t9GKFF4052rq2u47B3vprFpWkYuRslkkpdfeoEtWzYSjURIJOJDj2eaJgSXzZtFhdOBzTT20/P6tk4SOUoCbjxnJsUzy7MWIAgh0M06lYtrkVJSv3IaiVCcUHeQQJsXI2HQvq6ZhrNmoJsLd/q4cjQVtCjAYC/LqlM/iVnPTE6FJjSqSmdz7cU/4oJTPsEvnv4gkN8XTCEEul3gXllE0QrX4GynI64HqVCKgSd8+F8OAJDoSRJvPZSEOcZOJLvJgsc6urWY0iGSjPP0wc1Z2186LV9xVkYCFikl/f19rH35n6x//VVSqdzk+xTbrFQ4h1+w9HjCiSTNPn8GWjQ6Vo8tZ0mxQgiEScfqsWP12CmdPXgD4GseIBlJ5DRokVKSiiYxUlN3Rlk6qaBFAWBG7XIWz1iT8bskXTNRW74Aj7WGcPMuLDWWjO4vXYQQg/nGR5yTTR4T5e8rpfw9pQCkAinCO6LIpCSyLUJoa5h4a3ywJs0Jrn9VzuKsJuGu69hDW6Ava/tLJy0D1VKllLz5xms8/Y+/Ewjk7sI/XlJKtnX34o/m6EZAgMWVf5WcTzSLKdOklIQ6A+x+dCuBVl9O2zJZqKBFwaRbuGTF5zHp2TvpGHGDyK4oRcsLe0VjIQQcuokzFZtwrxj8PO4zXWAMDiHFWuJE9kSJ7o2S9KaI7IiQ6H5rqEETguU1s9GyWJ+lPxrM6dTYfBKNRti1cwcvvfhCQQYsAAnDYENHV07+pvZyJ0V1HixF+Re05EMuS/trzfgPDuS6GZOGCloUqkrnMKvujFEXUVNXuxM7HMyYSkyYSkw4FtsHn5CQ6ErQ/5iX7nt6AZjuqeKMurlZPcH6Y6qUuJSStrYW/vnCs2zftiVr+3VZzMwqKzmqtL/NbKLa5UQTghK7fczv2RkIMRCJpLOZoyNgxup5lM0dfo0hRUk3FbRMcZowsWb5Z7FZika1fTg6wMMvfYNQzEuvdz+JZBSTPrEFBqeCod+PAEuNBcfCwemYSKh0uDGPYWG8dIilpm7NCCklsWiUvft288zTT9LTnb0Ce1ZdZ3lDHafX1wz7/HiOIyklO3p6SeagPLzJasLiVMe/kj0qaJniasrnHZrmPLqTjs1SxMHO9cQTIdbvfBCPq4b3XXAXApWdP14nVU7L6v4MKQt6kcSBgX4Mwxh3mX7DMHj44T+zdcumwZ7DLFlUVcGKhlrKHPa0XuSjyRT7+r1pe7/RspU4mP++pRTV5mAKYAEwUgZ9O7qJ9E6utb1yrTDqHysZIjhr8YdH3csy+BKBEIMBiiGT9PoOjHm4KJmK4Q91k/Qls3rRyFcWLbvrqHSGvOwZ6Mza/tLtpRdfYMvmjeP+7iQScVpbW7L+3ZtTXkqly4mexjWRpJS0+QN4M1RDZkQCms6fRVGdB6GpXpbhRAci7P7bFrz7+3PdlElFBS1TWFXJLFYs/MCELpgue9moSv4fJqVk097H6PbuIRVUUwDtJgul9uwlI0spWde5h2gqkbV9plsiEefVV14iPs5y9clkkkS8cHua3m5Xbx/ZHhlyVbspn1+lhoWOI9juIxHK3TpUk5UaHpqyBOeefBMue3lW9xqK9vPQi3eQSEZJBcw5Wek5Lxy6y19QVk+tqzRruw0n47zavjtr+8uU1tZmXnjhGS5ctRrtOPlAUkraWlvYvn3LUM9KPB7P6aKG6RSIxdk/kN2ptJpZY9qqOehWdflQsk9966ao0qJ6Tp/3vjHfKQkEVouDoSzSMZBSsm77A3T17QQGi7HJFGRxuZ28kexNgoRSe1FWY7akkSKaLPwLtpSSV155iWnTZjBr9vAzr1KpFB3tbTz4lz/Q0zP8wp2FTErJzt5+fFmuzVI2r4rSWdmrfKsoR5qClwsF4Mwl1+FxDT+D4XiE0Lhuzd1ccfZ/UuyqZUHThaN+bTIV4/Udf0IeCnaMUCqnKz3nipSSVHhwaKyxqCyrJ//JlEOUiMd5/LGH8ft9w34un3eA//vNLyZlwAKDtVm2dvdkdZ+WIiu1pzWCCliUHFE9LVOQ017GioXXjutiKYSgpKiey1Z8kRULPkC5p2nU9V3aerZwoOP1oceMmMRISLTsFYLNG+GtESyaiQZ39obnpJTs6G8jXMAzh96ut7eHJ594lLPOPu+YC+nWLZuIZjtB9Ti80SjdwRBlDntaknFbfYGsr+hcuaQWz7RS1ctyHFJKov1hot4c1M2ZAlTQMgWdNPMyKjzTJ/QemqZTUTz690imYjzy8jeJJ98qapb0Jkn2JjEVTa3p0jIhiXfG8VgdlNnHMHMrDd7s2o8xiXpbADZv3sC2bceuo2QYRl71LD23r5m1pjauP2UJxfaJRepSSnb19mf9b6mZNBWwnECoK8CW375OPDB5bg7yiQpaphiHtZiLT/v0mGb8TJSUkn3t69iy/8mjnzBATsHhoVhLnNjBOLNclVh1c9b2m5IG/dH01YwQQjCzdiFO27Gzn5KpBAc6dxOKZqcsfq4WNxwLQ0pShkxLQelALM7O3sJcO2qyC3b4ifnyp4dvslFByxRz2vz3UVuxMKt3S4aR5Jk3fkIydfSdh0xJkgNTrzJrdH8MI2xQXp7dJFwpIWmkb5p5ZUkdX/qXH+Kyu4/dFwZ727azYc/LvLT573T0NWNINcUdIJFKEU++FWQJASZt9D0YUko2dHQRihfutPVJberdh2WVClqmEJuliOULrkbLci9La88Wtu5/apgnQSZzd4QfOXSQrSBOSkmyfzBQm1Vck9X9HvB10x32pu09T593HkUOzwifQWNOw2Jm1y/i0uVX89BL97Lj4AZ2tWyaMsGLSROcO70Jp+Wt3jQBhBNJntqzfWjWz/SSYtbMmTHq900akr39agE+ZWpSQcsUsnT2O5lVd8YJtzt8MU+m4mw/+DQLpl2EaQLDGC9s/AXReGDcr8+UlC9Fx/90U/mBMqwN2VuhNrovhk03U19UlrV9Aqxt35W2NYdKiso5/+R3njDoEkLgtLu5dtUnicYj/H3dA7y0+e+09R0c2iaZjE/KQEYTGnPKSyl5W/5KyjCocDooddjRhKDK5RzT+/aEwvSEcpPkmQjFSUYTmGzZG9YsFFJKZEpipCbfdzmfqKBlijDpVlYuvPa4hbiO1NG3nSfXfY+tB55ies1pnH3SjSyavnrMPQPhmJetb89lOYLMUSqClBL/2iDhLWFMpVVZ3bcRTFHrKqXKmb01WxJGitZA+nIgTp9/Pg2VM0e17eHvjN3q4IqzruPCZe/CH/Ieelbyxu6XeH7DIxzo3E2h962bNIF+qCfTatLRhzleNCG4aNZgEvtYjycpJRs7utI6zDcWnW+04qwqovqUejSzrpJyjyRh9yNb6d85OafY5wsVtEwRS2ZeytzGc0e1rRACITTWbf8D8WSEgUAb/lA3C5ouRB9jj8uAv5VQdISubAnx1jhSypyc/ILrQwhNIMzZ23fKnyKyN0ZdUf3QxS0b+qNB2oLpWQNF03ROnXvOuKfMFzmKKXIUDz1WWz6Nc066lGffeJiNe1+luWs3vlBhrteysrGeJdWVwGCuistiOWabiXzXg/EEu/py97uRhmTvEzvo2tRO41kzKJ1bOXgMqeCFZCTBwO4e4kE1ayiTVNAyBZh0Kxef9ml0bfxduoYx9mEFKSWvbLufSGzkMuORnbmtZWCdbkWYsnfCDW+LkGhPsGBxfVZP9L5YmMQ4/obDaaycydzGk9LyXjB4Efc4S7nirOu4/MwPsr9jB//1f58kkMb8m2yxmUx4bJkZahysgNuX8wRcmTIItHjZ8eeNeKaV0nDWDFW7BQh1B1TAkgWqIu4UMLNuBY1VS8dxUnlre6e9DDGGglhSSva2rWXzvieOu50RzdFwgAEyZmBy61ld+0gmJBbNRGMWi8oBhBOxtNT00DSdC5e9G7tlbHkYoyGEQNd0ZtTOZ9Wyd1NVUj+hXKrJJmEYbO3KbgXc40nFU/Tv6qHlxX0Y8VRe1cTJBSOVX3WBJisVtExyQmicc9JHMJvsY3pdiauOpbMvH/q31eJEjOHrYsgUD/7zdtp6thx/u4gBORieN2IGkT3ZvyuK7Ili1vSs1meBwRot6TCvcSkXnnJFRu+qNaHxvvM/xrc/8TuuufATmHTzlL+Ll1LSFQjRkeUKuKMxsLeXDb98hb7tXchsLzetTDlqeGiSqymbx6LpF4/5pG+zFvGe8+6kunQOz234XyxjDHqSyRjeQPsJt0sFUkhDIvRsX5TE0ErL2SKlJN6WoNpRjMuSvbULpJRpScIVQnDW4tWYTZmfaWU2mTGbzFy64hrmNCwhkYxzsHMXD714b8Hmu0zUmx1deVnNWKYkwQ4/Ox/azLQLotQuH93SHvlkouUPUvEkiWC80PPIC4IKWiYxTehctvI2HLaScb2+1N3AO874Enarh/nTRr8wIoBEIkdxd5/0pTDCBponu51+QgNzuTm7Q0NRSexAjEZ3Q1aTcCVw0D/xYQWXzc1JM1dk9YJkNlmY33QyAIumn4aum3hx0xPsaj22bH8+6AmFCcXjOMzp7R3qDoXZncME3NFIRhK0/HMfFpeV8oXVBRe4hHtCaLrA7LKiW0Y/M0pKSeebbez7+44Mt1ABFbRManUVi1gy89IJnTyE0Fl16qcO/Xf6T0Ipf5JUwMCUvdm/AAiroO6zNaSC2ZtzHe9KEG+OM2debVZP6LFUgp7wRMvpCy467SoqSmrT0qbx0DSNS5ZfzSmzz2LDnpdp7TnA0288SCIZz1mb3m5DRxf7+geYXlLMzLIS6j1FOCcYwEgpOej1EUvm/1IFMX+UPY9tQ+iCsnlVBRW4OMqddKxvoWtjG1VLarGXOXHVuAdr0ojjn/+C7T6MRP7/fSaDMd3u3XnnnZx22mkUFRVRWVnJu971Lnbu3HnUNtFolJtvvpmysjJcLhdXXXUVXV1dR23T3NzMZZddhsPhoLKyks997nMkk0fPbHjuuec45ZRTsFqtzJo1i3vuuWd8n3CKEgjOWvxhbJaJLcg3OP157FMa23q24A+Pol6BBHIwDi6EwNpkwbHQnpUTq5QS7zM+nNLK7JKajO/vyP3+48AmusMjz+AajfqK6Vx+xr9ktZrycIQQVJc1sGb5+7luzWf44ge+P9j7k9UFEY7PH4uzsbObB7fu5N43NvP03oN0B0MYUo4rUdOQkt29hVMBNx6IsfMvm+jd2lkwialCCIQmqFnWwPRVc2l/rZlN977Gm//7Mlvue52Dz+4m3BMklUhhJI2jfmRKqlyeLBpTT8vzzz/PzTffzGmnnUYymeRLX/oSF198Mdu2bcPpHJxN8JnPfIZHH32UP/7xj3g8Hm655RauvPJKXnrpJWBwYbPLLruM6upqXn75ZTo6OvjQhz6E2Wzmm9/8JgD79+/nsssu42Mf+xj33XcfTz/9NB/5yEeoqalh9erVaf4VTE5Oexknz8lswuRIpJS8tPneUVXBNWKSWEsca2P2KtIelu3fTaw5To2zBKc5e59VItnj7ZxwLsSKBRfgsme5O+wEzCYLS2Yup7FqFg/+89fsadvKnratGEZ+3PFKwBeNsa61nU2dXTQWe5hXUcaM0mLsJtOov3/9kSgdgfQtdJkNyWiSXX/bgm41UTKrvGB6XIQm8DSVULOsgT2PbiPSFybSF6Z/Vw+taw9gddvQTMcG7tGB3JZumEqEnEAo3NPTQ2VlJc8//zznnHMOPp+PiooK7r//ft7znvcAsGPHDubPn8/atWtZsWIFjz/+OO94xztob2+nqmqwEundd9/NF77wBXp6erBYLHzhC1/g0UcfZcuWt2aeXH311Xi9Xp544vhTaA/z+/14PPl1ks2mMxd/mOvW3D3qCrjplEjGuPO3Z9Pc9eaotq+9tZqyd5UUzIltPKSUNH+1jWV7mrhm/plZ+6wpw+CudQ+x19t14o1H4LC5+PqNv6SpanYaW5ZeUkpiiQivbHuGZ974K9sOrM91k4YlgGK7jVPramgqdlN2qJT/SN8HKSX/PNDCiwdbs9vQNDE7LSy85hTcjYV1fHe+0crOBzfluhlTks/nw+0+dhHWwybU1+vzDXY5l5aWArB+/XoSiQSrVq0a2mbevHk0Njaydu1aANauXcvixYuHAhaA1atX4/f72bp169A2R77H4W0Ov8dwYrEYfr//qJ+pymkr4cJlN+ckYAEwZJJEcvRLs0d3Tf5l3GUSEl2J416gMrJf5IR7Wc496R3UV4x+Qb9cEEJgszg496TL+LervsHZSy6h2FWOruVX2p4EBiJRntqzn3vf2MwfNm9nS1cv/mhsaPjoyJ+BSJTX2zpz3exxS4Ti7HtyB6l4fvR+KYVv3Ee0YRh8+tOf5swzz2TRokUAdHZ2YrFYKC4uPmrbqqoqOjs7h7Y5MmA5/Pzh5463jd/vJxKJYLcfO/32zjvv5I477hjvx5lUFk6/mPrKJWN6jS/YSSwRoqJ4xoSTBve1vUqvd/+oX2NEJ/8CY0YwRbwzAa7s7rc/EpxQPktJUTnvPPOD6DkKgMdKCEGpu5JbrvwagbCXZ998mD8//0ui8XCum3aMhGFwYMDHwQEfDouZKpfzmNycSCJBNJmeSsa5Emj10butk6qldQXV26Lkp3EHLTfffDNbtmzhxRdfTGd7xu22227j1ltvHfq33++noaEhhy3KDV23cObi68aUMCmlJJGKkUhNvMcjlgjy0ItfHdN7xdriyKTM6hpA2WbEjMHgLMtBSzARJZocf9n30+edT7mnOo0tyjwhBLrQKXaVccWZ1zGrbiGPv/J71u96EUPmX+VWCYTiCfb1e3PdlIyQhmTfkzuI+6PUnTEd3VwYAbCSn8YVtNxyyy088sgjvPDCC9TX1w89Xl1dTTwex+v1HtXb0tXVRXV19dA269atO+r9Ds8uOnKbt8846urqwu12D9vLAmC1WrFas5/MmW+mV5/K7Pozx/QaIQTlnqa07L+zbycHO8eWT5AcSCFjErJQJHbogpUiq2sO5aro1ETK95t0M2ctWVPQd8eaprF4xunUlk/jqkAvD/7z17y67RmkqgKWVYlgnAPP7kaYdOrPmFbQ3yklt8aU0yKl5JZbbuHBBx/kmWeeYfr06Uc9v2zZMsxmM08//fTQYzt37qS5uZmVK1cCsHLlSjZv3kx391vTYZ966incbjcLFiwY2ubI9zi8zeH3UIanaxYuXfmFMZfsTxcpJTtbXiCZGlvdjJQvRbJ//F3gQzkAhkQmj/4xYgZJfwr/ywF6/9xP9z29tN7VQe9f+rN6xx1rjWNEDZJGCkNmb40SXyw87gu0x1lKQ+XMNLcoN8rclcyonc91a27l1vd/i3ee+SEqPNmbeq4MVs5tfn4PrS/tx0jl35DwkblESv4aU0/LzTffzP33389f//pXioqKhnJQPB4Pdrsdj8fDjTfeyK233kppaSlut5tPfvKTrFy5khUrVgBw8cUXs2DBAj74wQ9y11130dnZyVe+8hVuvvnmoZ6Sj33sY/z4xz/m85//PDfccAPPPPMMDzzwAI8++miaP/7kMrfxHOY3XTDuu5hEMsaGPX9jXuN5FDnGtqCflJJ+fwsvbbpnzPsdXAcoiu4+ttvYiBgY8cGTSCpwqEfmkKQ3SfRgDJmEZF+CRG8SI3T0ydCIGaQCBoneBByRC+g+q4jy95aOua3jIaUksisKKXilYzehRJRpnkrqi8qwmyzUukox6zoa6U3SlVLSFz3xtPORjKc+Tz4TQlBRXENFcQ0rFlzIqXPP4Zu//VRe5rtMVslIggPP7ELoGnUr8q/cfyIUx9/qpf215lw3RRnBmIKWn/3sZwCcd955Rz3+61//mg9/+MMAfO9730PTNK666ipisRirV6/mpz/96dC2uq7zyCOP8PGPf5yVK1fidDq57rrr+NrXvja0zfTp03n00Uf5zGc+ww9+8APq6+v5xS9+oWq0nMCiGasx6eMfIkumoqzb9numVS8bR9Bi8MfnvkB73/ax79iA1m91oNmO7fgz4gYyMRioyJQ8KvCYSA+/7sniuLrBYNACRJNxXuvcy2udexGArmlU2N2UO9ycVj2LcnsRxTYnxVYnJk1HMP56MrFUkje7DqTtY0wmQgjqK2dgszhU0JJlRsKg+bk96BadyiW1eZPjIoTA4rIigECbN9fNUUYwpqBlNN1mNpuNn/zkJ/zkJz8ZcZumpiYee+yx477Peeedx5tvjq7OhzLIrFsndOdis7j5yOW/GfPiiAA9vv1sP/DMuPdthA2McPa6jHWnlr1aKSGD8JZjL4wSSBoGHSEvHSEvm3ua0YTAqpuHgpcqRzEziquoLyql2OrEqptHPW06lkowEC2somTK1JAIx9n98BZMNjPl86sQWv70uDiqitAtJlKxwp61NVnlVxEDJaeEEFjNjjG/TkrJzoPPEYoWTqnxbEr5BtdXGg1DSiLJOC2BPloCfWymGQ6CVTfjNFupcLiZ7qmi1lXC3NJaiq3OEYOYjuAA8ZQ68Sr5SRqSPY9sxV7qwFldlDdDRUIT5ElTlGGooEWZsB7vPh5d+/8opHXZTWXZ++rLhBwc2pqAWCpBLJWgPxpkZ387AC6zjQZ3GYvLmzivcSEW/ejPpAlBsc057jotKSNJOBrEYXXlzQVFKUxuUYpV2I56LCkTDAR7aH+tmdnvWIhEqu+ZckIqaFEmRErJcxv+lz7/wVw3ZfR0cCzM3gwrmaFRr2Aiyva+Nqy6mQunLT7m+dklNXz2tHfyUtsO1nftoz3YP6bpzwOBXr7+m5s5Z8klnLVkDVUldYgcL5ioFCLBx5x3sMx87lGPHkjt5Mv+D9C7rZN4IMrMNfOxlTpU4KIclwpaJpFEKoaU2b1bicYDbNk3uvWg8oXu0rHUWLKyLyklvmf9Q8nE6aYhWFk7B22YVY6FEJTaXbxj5jJWTVvCrv521rbvYlPPwVEPG7X3HuD3z/yMx1/9A+cuvexQSf/p6HrhnzoSiRgpQw2fZYNV2HFqR68nYzecgCARitO3o5uoN8KSD52O2WVRgYsyInXbNIk8ue57/OX5L9Pna0Zm6vb+CFJKtu5/ks7+XRnfVzqZK82YirMzY8EIG3if8Wds5KzC4WZeWf1xT/JCCOwmC0sqmvjoklV8fOlq5pTUYhpDaX5fqJ+HX/o/vvyL6/nlY3dxoHMXhpF/tTZGS0rJpn2vEpzAEgdKeoU6A2z/45sYOVynSEpJsM2HMcHhXCVzCv92SRniDbbz+Kvf5uWtv2X5/KtZsfBa6isXoYnMXKAHAq38+fkvYxTY3apzsT1rSwZIA2Qscxf3kyqn4TCNrtdosLy9YFF5A/NKa9nr7eLVjt283rmXSHJ0BQGj8TBPvvYnXtz0BOecdBkXnHIFTdWz0UT2ZmOlQ/dAG3954VeqMm6e8R0coOXFfTSeNwtNz+49tZQS38EBdjy4CSOhFnjMVypomYR8wQ6efO17vLj5Hk6Z827OP/lfqS1fiElPX7erlJI3dv2VHu++tLxf1ghwneLM2gXWCKUytiCkRTOxrHrmmD+LEAKzbmJuaS1zSms4v3EhL7ftYmd/G91hP7HUidcqCseCPLHuD7yw8VFOmXs2V51zA3Xl0xAFELwY0uCZN/5KR58qIJZvpCFpfmEvRsqg8ZyZmGxZWNuDwaJ3/lYvex7dRipaWDdhU40KWiaxcHSAFzf9inXbf8+sujO4/MyvMKPmdDTNNOELSyIZ4bUdD6SppVmkgak8e1/7wGshUsHMBC2LKxppco+tCOCRhBAIBI3uChqKykkYKXrCfjb3HuTltp20B088hT0cC/Lipsd5c9eLLJ11BqtPfy9zG5agaXreBi+hiJ/nNz6S62ZMKSmZJCFjRz2WJMFw46bSkLS8uI94IMacKxahmTI3lBv1Roj2h/G3ejnw9C6koXre8p0KWqaAeCLMtgP/YG/bK8yfdgEXn/ZpZtQuR9fM47qwSCnZuPcxDnS8noHWZpZm0TBlqRqulJJ4ezwj+SwmTefchoVjyks5HiEEFt1EXVEpta4Szqybx9/2vM76zn344+ETfoRQNMBLW/7O6zufZ9ncc7hsxTVMr5mH2ZRfSZWGNHh+42P0B3pz3ZQpRPLL8H/xu8gPj3o0LqMkGaFXQ0L35nbKF1RTNq8yY9+hnq0d7Pv7jqF9KvlPBS1TSCwRZMPuh9m6/ykWTFvFhcs+wdyGc8fc8xJLBHn8lbtIGSceRsg7WvZWd072JvE+lZlEz4aiMmaXVGfkvYUQuMw2rpl/FqunL2VHXxt/P7CBzpD3hFOmY4koL295ktd2PMec+sW874KPMa/hpLzpeenqb+Ohf96DYaichWzqMlrG/BqZkuz7+3aklJTPS3/VXCklGKhgpcCooGUKSiQjbNzzN7YdGAxezlr8YeZPuxCreeRcD8NI0TWwm9d3/Ik+30FaezZnudXpoTs1NGd2elqSA0mSfZm5OJ5UOS1tvSzDOfw9KLMXcUbdXJZWTWdbbwvrOvewo6/thIm7iWScrQfWc+dv/42TZq3gnWd8kBm18zHp4+vdSwcpJf/c9BjeoOplKRSRvjA7/7IJ7b1LKZ1TkdacvFBngK5N7Wl5PyV7VNAyhSWSUTbueYTNex+nqXoZ5y79KMvmXoXN4jpm2y37/84vH7meULQ/By1NI1H4JbqLLHZW1MzO2sVfCIHTbOXU6pksq57BXm8Xj+5dz15v1wmDl2g8zKvbnuHN3S8zq3YBV533ERY0nZKT4CUaD/PKtqezuk9l4lKxJDv+vJFZly6g8qTaCX9vDgcs2x54k0hvKE2tVLJFBS0Khkyxv2MdBzvX84/Xf0ht+cJjTgwtXRsKP2CZJE6rnkmpvSjr+z2cuDuruJpbTrmEnrCfdR272d7XRmugj+hxZh3FE1G2HXyD3fd9mlNmn8Wa5e9jTv0SLOaJLfI5WlJKXtn2NO29BVS5WRmSjCTY89g2dKtpQjkuUkr6dnSz7+/bifSp1b0LkZCjWbq5APn9fjweT66boeQZc5WZOffMQHdldohISklke4S9Nx9EJtN3iFl1M19c/i4aJjBrKJ2klKSkQUdwgCf2b2B91z6So8gXMelmGqtmsfq093LGoouxWewZDV58oQG++D8fpMerhgMKmdlpYf77TqZ4eumI3xcpJdKQRPrCyNTRM/ci/SF2PrRZTWvOYz6fD7fbPeLzqqdFKWhNNp0qy9FFqCTQEzfoiKVIHMq1y7oU9PyuL60BC8Cc0hpqXaVpfc+JEEJgEjoN7nKuX3w+Z9TN5dnmLezsbz/u0FEylWBf+3b+52//xRPrHuCCU67g9HnnUerOzEyRDXteptfXkfb3VbIrEYqz/YE3mfeekyiZUc4xq1dI6Hi9me7NHQQ7/BjJtx39hwIapXCpoEUpWBpwZaWNhc5jv8YJORi4RAzJm4EEzdEU/QmD/qhB4JUgukfHVGrCWm9BmARCT++FMtGTILg+vePlAlhaOR0tT5NyTJrOgrJ65pXW0Rbs56W2HWzqPkhvxD/iBA3DSLG/Ywe/fHQHf3vp/7hk+fs59+TLKbJ70ha8JJIJ1u94gUnaqTzlJEJxtv3uDTzTy9BNR9+wpBIpgh1+4oHYCK9WCp0aHlIKllsXfHVmER7T8ct9SzlYrD1iSNqiBq3xFL0JA78JOjwaselWbGe6kBqYykzYZtkQlsEL5ngvnNH9UXZ/dD8ylr7Dq85VyueXX4HTbEvbe2aSlJJAPMKmnmY2dO9na28LiRMOHQnqKqZx9uJLOP/kyyfc8zJYuflFvv37z5IcRaVfRVFySw0PKZPWNLtO0Sh6SAYTSMGpC+Y4NeY4TUN33TEJA7tTBHZ4CaUkuxMp9jSZELUWErOsiFITjoV20AVCB81x4jL1UkrCWyPIeLqHhmpxmKxpfc9MEkLgtjo4q34eK2pnc9DXw/Mt29je14o3Fhqh90XS1rOf3z/zU/6x/s9cuOzdnLPkUipKatHE2NeiSRlJ/rnpMRWwKMokoYIWpWDVWvVjhrRH63DgYRNQY9WpOfT4SdJEwgdJb5LON+N4pWSPWdKblLRhIBY7MM+yYl1ox1xuRi/SjilWJ5OSgSd8aS1aZdVNnF0/Py8KtI2HSdOZUVzF9OJKgvEY6zp280zzFnrCvhF/Tb2+Lv7wzN08/srvufj097Jq2ZWUjbHn5ZVtz/DqtmfT8yEURck5NTykFKxP1DtY5h7dCscTcXh4yZ+URAyJN2mwOZ7CbxGES3XaTRCTksP5fdKQhLdHkNH0HVonVTTxiZPXoGvZXfk2U6SUBBNRNnYf4LXOvRzwdRNOxI4b51UW1/KOM67lzMVrcDuKTxi8pFJJfvSX23lx8xPpbbyiKBlzouEhFbQoBcks4MvTi2iwZae67dsdPmySEnxJSXc8xcFoinBKEkgdyqFJSZps+jHF7FISOuMp9oQHc2tG412zT+OyGcsKtqdlJFJKDCnxxkJs6D7AUwc20hsJjLi9QFBeXM1Zi9dwwSnvoqq0bthhIyklL295kh//5T9JpI5fAE9RlPyhghZlUio3a9w+w4VTz6+ehyMPJ8ngjJ+3BxqHt+lNGPz3wRA9owhc3j37dC6buSydTc07Ukr88TAvt+3ija59HPT3HHetI7ejmPNPfienzjsXi/noXB/DSPGrx77N7tYtmW62oihppIIWZVI6ucjMJ+odeTv9dzQMKfldZ4R1/gTB1PEPw6kQtBwmpSSeSrKjv40N3QfY0L2fQDw64vb6MIsxSjmYhKsoSmFRs4eUSUcXsMJjHncSbr4QwDXVds4ottCXMBhISCSSrrjBcwNTd0hDCIHVZOakymksrmjikhkns7ZtF5t6DtLs7zkm7yWlVmxWlClDBS1Kwam2aCxy5m614HQ5PBV7ut3EdPtbj28PJXh+IJ7OyUcFSxOCSoeHd846lYumLWFTz0GePriZ1kA/CdWToihTjgpalIKz0mPBOsZUFkPKoZ6ZQgx2EkYKQxrjqlUyGQghcJitLK+ZzSlVM2j297Cp5yD7vd10h330R4MqyFPykrvEQVmVG1exg+EO33g0yYEdnUTDU7d3dSxU0KIUnErLiQu8HWl7KMELA3HmOkycW3L8KdKHU7zyLbB55uBmBqJBzqlfQKOnApMY2+9gshBCYNFNzCqpYWZxNRJJMB7lze79PLbvTfojARW8KHlBN2k0zKpkxoIaTOZj864Ok1LiKXOye2Mrvv4Qqbevl6QcRQUtSkERgF0b/cU6YUj2hlOs8yeYZh/5xHF42/ZYigbbiYvWxQyJL2lQacnOlOtwMs5LbTtZ17GHRRWNrJm2lNqiUmx64Q+Tjdfg8Npg1d1z6hewtHIa6zv38XzLNtqD/Sp4UXLCXeqkprGUsmo3Trcd7QTnKyEEnlIny86bw6a1++hqGchSSwuTClqUSe2NQIIn+kaeeXKksCGH8kxOJCUhnoEbIiklx5vPlzBSvNm1n809zZTZXCwqb2RxZSMzi6unfADjsTo5v3ERK2rn8FrnHp5v3kZbsJ+UVHeuSuY5i2xUN5bSOKcSs8U0pmPx8LYnCnAUFbQok1zMkERGec3ymDTcuuSNQIKEhDqrTp1VG3ZatUMXOPTBXpZA0sCpi7RMvzaAl3wnTsJNGim6wj66mjfzbMsWapwlnFI1g5W1c6hwuKd08OIwWzmnfgErauawvb+Vf7bsYEtvswpelIxwlzhomltFRW3xcYeBRsNkVpfkE1G/IaWg6AIsY7gbqbbqnF1sIWJIRrtS0Vpfgg2BBHZN8NE6B0uKzMfdfkswycluM9YjQo3xnrjiBuwJj20KryElbcF+2oL9vNC6jXMbFrCwrGFKDx8NTZuumMaCsgbuWvcQB3w9uW6WMklomqCo2EF5rYemOVUTDlYOq5tRTseBXpIqr2VEKmhRCkq5WRtT6f7Zdp3Zdjs9CYOtwSRxQ6IJ0Bk5sBAMVrMNG5In+mJUWrTB5N8RXtOfNPhZSwhNgE0TvLPChsek8f/bu/Pgpq6zf+Dfq9WSbXlBliWv2BhMwDYESIybhKSDXwylbZJ25iUJTaELDNTMlCQlhDRLlz9g0plOO5kk7Uyn0Jmm4Zf2B0kmBFIKmITE0EBsjA0YvOBd8i55kyzpPu8fxgKBbbCRdLU8nxmNbd0j6dxnztV9fM4950bJMO3eF6tLxPAdFpqb8vWOYXxUdxaHGyqg1+iwIv0+FCRlwqCNi9jkRS7III/QWVfM92LiNJi3KA2zknUQZILPjitBEKBL0GL+kkxcOtcEt5sTl4lw0sJCik4hQDGN74jxL5QEhQz3RSsw5CaoZQI0U5zDFkYr0O5wwzwqonbYhT+1DkErl+F/k6MwW3P7IeMQCdVDY2uGCBjreYmWC3jGqLljL82tep0i7OK9X0LqFN3oGOrD/7v8JQ7Vf41lxjlYnjIXGbokKCdYQZYxNjmZTEC0LgoZc5ORlBoPlXp616zcLUEQkJQSh6sX5HDf7bh2hOGkhYUUrUzATP5nVsoEGNV37qERBAGPJqiQqJThbx3D6HcRWhwiBEzeA5Ifo0S0XIDdTeh3Ec7anOh2ipjuNXUiEaoGXfD1V9Wg046ylhqcaruM2bokrM5ajPtmpUEl988XL2PhJEYXhdz7MxCvj4Fc4f+lBpQqBWLjtXCMWP36OaGKkxYWUmYp/d/NLwgC8mIU+G5SFP7eMQIAUyYgc7UKzNUqQERwEnB12AXBDaTcRZJ0s85REV9a/bfAlEt0o67fjHcq/4103Sx8IyUXBUmZSNTEROyidYxNxZQ5C/PvT4fSTz0rExKAzHnJGLU7MdA/gjC9PeCMcdLCQkqiMjCLqskEAUtjlUi9nngIAExqOUQiXLO7kRElh+KWegiCgPH5ygIw7R4hFwGjPhgauhM3ibhm7cI1axc+qjuLZcY5eCg1Fxm6JMgE343RBwsCTXm3aMYmo4lWQRU1vSHeeyUIAmYZdYiJn4vyIzUYdfDtKm7GSQsLKYE8n8YoZMhReKceRIQkpQxT9aEoZQJy1XKoQ2DNhfGho/L2WuQmpuLhtPmYl5CCaKU6bJKXgdERdA3bpK4GY3dNEK4voRAeh6BPcdLC2DQIgoDYKa4EVgrA5lQtEhQyRMmn940zSoQAdLRMyOF2oaqrCRe6mpGk1WGZMRvLU+bBGJ0w6aypUEBEqLA0Ysh5dwsMMhYs5Eo5omOjMGoflLoqQYWTFsZ8SBAEmKZ5Lcu4phE3prdCi+8RCJ3DVnzSUIGy5ou4b1YqilLmYf6sNKhD8MJdq2MYR69V8ZL+LOTIZAJy789AW0MXWup4jaFxnLQwFgSICOZRqVMWb8MuB85ZGlDR2YjZuiSsnbMUuYmpIZO8EBHOdzWha4SHhtjMjN1WgyRp7+P3JHK73Gip7wJn3mM4aWEhpX7YjRq1Eya1HPEKIaSHLm4mAmh3BOe6DCIRGqydeLviUyRHx6EgKROFprkwxSRAHsR3mxaJ8LWlQepqsBDW0dSL1Cw9onUayeqgUiuhUin4gtzrOGlhIeXcgBNfDzihUwjIiJIjTiFDtkbu+T1UExm7SDA7gqun5VZuEtE+2If2wT6caK7B3AQTHkrNxUJ9OjQKVdDF3DJsRWN/p9TVYCHMPjyK1oZuzFuUJln7jtZFITkjEa11XTz9GZy0sBBEAKwuwoXBsf88TvWPLcuvlQtIi5IjM0qORKUMWVFyGFQyaORjC9IF20n1ZnY3YA/OjpYJOdxOVHc3o6a7BaaYBBSlzMNiw2wYtHFBMW2aiHCypQbDLoek9WChz9zUi9m5yVBrVJJ8viAIyMlLhUwmoKnWIkkdggknLSwsuAEMuAmXhly4dH1JfYUA6OQC9CoZMqLkyNUqYFTLoZML0MoFz2xCqU+wAOAGwR2Cg9YEQvtgL/7/ldM41HAOBUmZKJm9GKmxiZIOHfWMDOCrjjpJPpuFF/vIKHosAzBlJkrWnlVqBWIkHKIKJpy0sLDlIqDXReh1uXFl2I1jvaNQCECcQoZklQx6lQxGlQxpajnSo+SIlks3tDToItzDfRKDgt3lxH876nC+swk5CUb8T2YBsuIM0Eqw5sul3jbYRkcC+pksfDVftcCQFg+FYmYzA31BEzN2HEX6EBEnLSxiEAAnAd1OEd1OERgae14GIE4hIPV68mJSyzBLKYNRJUeUTIBa5t9Ehojwlc0JV5h8FzncTtR0t+BSTyuM0fFYkbYABYZM6DW6ad/1eiZEElHT3eL3z2GRw9Y7hK62fhgzpOttiZsVjbkFqWhr6MbQQOSuO8RJC4t4IoA+F6HP5fLcrVmGsWtkYuQCsjRjyUyqeuwRLRegvP69da9fYESEVoeIU/3+u+eQVEQitA/2Yf/lL/Bx/TksM87BkuRsZMUbECVX+u3L3zJk5aSF+RQRYG7pRXJ6YkBX5b6ZQiHH7PlGjAw5OGlhjHkTAQy6CYNugnlURLnVCRkAjVxAwvVemdTrF/qmqeXQKQRoZNMbXiIiWEZF/MsygmGplsINkPHbBXzWehFpsbOw3DQPS4xZmBUV69PkhYjwZXstRlzhlwQyaXV3WGFp6ZW0twUAZLLIvrkpJy2M3SURwJCbMOQe6x2BzQkAUAtArEKG2Ro5Mq4PMRlUY0NMijv0yHzcbff07kQCkQjNtm4027pxtOk8lpvmoSh1HkzRCT45EVgdw3wBLvML0U1ovNSBpJR4KJTSXduSkqVH+7UeOEcj53vjZpy0MHaPHAQ4rl8ncxZOCACiZECy6saw0hyN/LZuZTcBzfbgXpvFn/rsQzjcWIHPWy/hQVMOlqfMQ3qsHgrZzGYdERGquprQPTLgh9oyBgza7LD2DiHR4NsewrslCAJi4zRY/PAcNF/phKW1L+B1kBonLYz5GAEYEYFrdjeuXU9KJvu/LHJTlhsGnXYcb67G562XkJuYgmXGHCw2zJ72nabdJOJrS6Mfa8oiHYmEploLEpJiJbu2RZAJSDToEKVVIzZBi/7uQXR3WKWpjAQ4aWEsADg5uTOn6EZ1dwuqu1uQEavHAn0aliRnI0Onv6s1X+r6zLjc2xag2rJI1dtpw6B1GLqEaEnroY1RY87CFLTUd3LSwhhjUmoe6EbzQDeON1djfmIqvpmxELmJqVDK5BMmL0SEry2NcImcHjL/crtEtNR1YcEybVAsTBlpOGlhjAWtUbcLVV1NqOluQWpsIu43ZGGxYTbkt8ygsDlGcNbMF+CywLC09mH2fCOiY6OkrkrE4aSFMRb03CR6Zh0davgat/5/SyC4xBC6eRMLaU6HCw0X27HwgSzIZNzbEkiRPeGbMRZyXKIbzlsenLCwQDM39aKztU/yZfVjdBrIFZFzKo+cPWWMMcZ8RBQJbY3dkPpWQDFxGiSlxEMmj4zT+bT2cvfu3XjggQcQGxsLg8GAJ554ArW1tV5lHnvsMQjXb00//tiyZYtXmebmZqxduxZarRYGgwE7duyAy+W9UE5ZWRmWLFkCtVqNnJwc7Nu3b2Z7yBhjjPlBX9cABq3S3phToZRj4QOzodYoJa1HoEwraTl58iRKS0tx+vRpHD16FE6nE6tWrcLQ0JBXuU2bNqGjo8PzeOONNzzb3G431q5di9HRUXz55Zf429/+hn379uG1117zlGlsbMTatWvxzW9+E5WVldi+fTt++tOf4tNPP73H3WWMMcZ8w+0S0drQBVHC23BE2gwmge5hQK6rqwsGgwEnT57EihUrAIz1tCxevBh/+MMfJnzN4cOH8e1vfxvt7e1ITk4GAPzpT3/Czp070dXVBZVKhZ07d+LQoUOorq72vO6pp55Cf38/jhw5MuH7OhwOOBwOz982mw3p6ekz3TXGGGPsjmRyAUsfzUWiIVayOrhcbpz+9GJY3EjRarVCp9NNuv2eBsGs1rEFbRITE72ef/fdd6HX65GXl4ddu3ZheHjYs628vBz5+fmehAUASkpKYLPZUFNT4ylTXFzs9Z4lJSUoLy+ftC67d+9GXFyc58EJC2OMMX8T3QRzc4+kF+TK5TLkF2XDmJGIhKQYJCTFIFoXntOxZzzlWRRFbN++HQ899BDy8vI8zz/zzDPIzMxESkoKqqqqsHPnTtTW1uLAgQMAALPZ7JWwAPD8bTabpyxjs9kwMjICjUZzW3127dqF559/3vM397QwxhgLBHNLHzLmJSNGd/u5KRAEQYAuQYuCouyx+4gAsLT14fwX9ZLUx59mnLSUlpaiuroap06d8np+8+bNnt/z8/NhMpmwcuVK1NfXY86cOTOv6R2o1Wqo1Wq/vT9jjDE2EafDBUtLH6IXREl2jYnncz0/wvNalxkND23btg0ff/wxTpw4gbS0tCnLFhYWAgDq6sZWqzQajbBYLF5lxv82Go1TltHpdBP2sjDGGGNSarnaCfvwqNTVCHvTSlqICNu2bcPBgwdx/PhxZGVl3fE1lZWVAACTyQQAKCoqwoULF9DZ2ekpc/ToUeh0OixYsMBT5tixY17vc/ToURQVFU2nuowxxlhAOOxOdHdYJV9sLtxNK2kpLS3F3//+d/zjH/9AbGwszGYzzGYzRkbG5qnX19fjt7/9Lc6dO4dr167ho48+wg9/+EOsWLECBQUFAIBVq1ZhwYIFePbZZ3H+/Hl8+umneOWVV1BaWuoZ3tmyZQsaGhrw4osv4vLly3j77bfx/vvv47nnnvPx7jPGGGO+0dbYDbdb+tWZxxKn8EyepjXlebKxur1792Ljxo1oaWnBD37wA1RXV2NoaAjp6el48skn8corr3hNYWpqasLWrVtRVlaG6OhobNiwAXv27IFCceMSm7KyMjz33HO4ePEi0tLS8Oqrr2Ljxo13vWM2mw1xcXF3XZ4xxhi7F4IA3LdsNtKy9ZKunzJqd6LqdAN6zDbJ6jBTd5ryfE/rtAQzTloYY4wFWnRsFAr/5z4oVdLdj3igfxhn/nMJbpf0vT7T5dd1WhhjjDF2w9CgHZ1t/ZJe2xIdG4VZyZOf+EMZJy2MMcaYrxBgbu6VNGkRZALS5iQhHFf456SFMcYY86Eeiw2Wlj7JEhdBEJBoiEW8PkaSz/cnTloYY4wxHyKRcK3WDFHCmUQyuQymzFmSfb6/cNLCGGOM+dhg/wi62qVbt0UQBETHRiHcFsblpIUxxhjzMVEkNF2xSNrbEm4JC8BJC2OMMeYX1p5BdHdYpa5GWOGkhTHGGPMDIqCLl/b3KU5aGGOMMT/pauvH0IBd6mqEDU5aGGOMMT8ZdbjQ1tAd0N4WIoLL5cag1R52tyCSbp1hxhhjLAKYm3uRmqVHTJzG75/ldonobOtD0xULbL3Dfv+8QOOkhTHGGPMj+/Ao6mvakb88CzKZ7wc4iAiim9DXNYD2ph50NPWEXQ/LOE5aGGOMMT/rbO1DV3siDKnxPrsDNBGBCGM9K7UWWHsGEe7X/HLSwhhjjPmZKBKunG9FbJwG2tioe3ovIoLbJaK/ZxCtdV3o6rBKux5MAHHSwhhjjAXA8IAd3WYb0mPUM+ptGU9WOtv60HjJjCGbPeKmU3PSwhhjjAVIQ007DKnxiNKq7vo1RIRRuwtd7f1ore+CrW8o7IeBJsNJC2OMMRYgDrsT12rNyMlLhUIpn7TceA+KfXgUnW39aKq1YGTIEahqBi1OWhhjjLEAaqq1AADmLUq7bTbReLLS2zmA9sZudHVY4XS4Al7HYMVJC2OMMRZgzVc74Rp1Q6n2Pg0TEYZsdvR3D8LldEtUu+DFSQtjjDEWYCQS2hq7pa5GyOFl/BljjDEWEjhpYYwxxlhI4KSFMcYYYyEhbJOWSFtwhzHGGAt1dzp3h23S0tPTI3UVGGOMMTYNAwMDU24P29lDiYmJAIDm5mbExcVJXBtp2Ww2pKeno6WlBTqdTurqSI7j4Y3jcQPHwhvH4waOhTdfx4OIMDAwgJSUlCnLhW3SMr5gT1xcHDew63Q6HcfiJhwPbxyPGzgW3jgeN3AsvPkyHnfTwRC2w0OMMcYYCy+ctDDGGGMsJIRt0qJWq/H6669DrVZLXRXJcSy8cTy8cTxu4Fh443jcwLHwJlU8BOK5wYwxxhgLAWHb08IYY4yx8MJJC2OMMcZCAictjDHGGAsJnLQwxhhjLCRw0sIYY4yxkBCWSctbb72F2bNnIyoqCoWFhfjvf/8rdZV87le/+hUEQfB6zJ8/37PdbrejtLQUs2bNQkxMDL7//e/DYrF4vUdzczPWrl0LrVYLg8GAHTt2wOVyBXpXZuSzzz7Dd77zHaSkpEAQBHzwwQde24kIr732GkwmEzQaDYqLi3H16lWvMr29vVi/fj10Oh3i4+Pxk5/8BIODg15lqqqq8MgjjyAqKgrp6el44403/L1rM3KneGzcuPG29rJ69WqvMuESj927d+OBBx5AbGwsDAYDnnjiCdTW1nqV8dXxUVZWhiVLlkCtViMnJwf79u3z9+5Ny93E4rHHHrutbWzZssWrTDjEAgDeeecdFBQUeFZxLSoqwuHDhz3bI6VdAHeORdC2Cwoz+/fvJ5VKRX/961+ppqaGNm3aRPHx8WSxWKSumk+9/vrrtHDhQuro6PA8urq6PNu3bNlC6enpdOzYMTp79iwtX76cvvGNb3i2u1wuysvLo+LiYqqoqKBPPvmE9Ho97dq1S4rdmbZPPvmEfvnLX9KBAwcIAB08eNBr+549eyguLo4++OADOn/+PH33u9+lrKwsGhkZ8ZRZvXo1LVq0iE6fPk2ff/455eTk0NNPP+3ZbrVaKTk5mdavX0/V1dX03nvvkUajoT//+c+B2s27dqd4bNiwgVavXu3VXnp7e73KhEs8SkpKaO/evVRdXU2VlZX0rW99izIyMmhwcNBTxhfHR0NDA2m1Wnr++efp4sWL9Oabb5JcLqcjR44EdH+ncjexePTRR2nTpk1ebcNqtXq2h0ssiIg++ugjOnToEF25coVqa2vp5ZdfJqVSSdXV1UQUOe2C6M6xCNZ2EXZJy4MPPkilpaWev91uN6WkpNDu3bslrJXvvf7667Ro0aIJt/X395NSqaR//vOfnucuXbpEAKi8vJyIxk5yMpmMzGazp8w777xDOp2OHA6HX+vua7eepEVRJKPRSL/73e88z/X395Narab33nuPiIguXrxIAOirr77ylDl8+DAJgkBtbW1ERPT2229TQkKCVzx27txJubm5ft6jezNZ0vL4449P+ppwjkdnZycBoJMnTxKR746PF198kRYuXOj1WevWraOSkhJ/79KM3RoLorGT089//vNJXxOusRiXkJBAf/nLXyK6XYwbjwVR8LaLsBoeGh0dxblz51BcXOx5TiaTobi4GOXl5RLWzD+uXr2KlJQUZGdnY/369WhubgYAnDt3Dk6n0ysO8+fPR0ZGhicO5eXlyM/PR3JysqdMSUkJbDYbampqArsjPtbY2Aiz2ey1/3FxcSgsLPTa//j4eCxbtsxTpri4GDKZDGfOnPGUWbFiBVQqladMSUkJamtr0dfXF6C98Z2ysjIYDAbk5uZi69at6Onp8WwL53hYrVYAN+787qvjo7y83Os9xssE83fNrbEY9+6770Kv1yMvLw+7du3C8PCwZ1u4xsLtdmP//v0YGhpCUVFRRLeLW2MxLhjbRVjd5bm7uxtut9sriACQnJyMy5cvS1Qr/ygsLMS+ffuQm5uLjo4O/PrXv8YjjzyC6upqmM1mqFQqxMfHe70mOTkZZrMZAGA2myeM0/i2UDZe/4n27+b9NxgMXtsVCgUSExO9ymRlZd32HuPbEhIS/FJ/f1i9ejW+973vISsrC/X19Xj55ZexZs0alJeXQy6Xh208RFHE9u3b8dBDDyEvLw8AfHZ8TFbGZrNhZGQEGo3GH7s0YxPFAgCeeeYZZGZmIiUlBVVVVdi5cydqa2tx4MABAOEXiwsXLqCoqAh2ux0xMTE4ePAgFixYgMrKyohrF5PFAgjedhFWSUskWbNmjef3goICFBYWIjMzE++//35QHRQsODz11FOe3/Pz81FQUIA5c+agrKwMK1eulLBm/lVaWorq6mqcOnVK6qpIbrJYbN682fN7fn4+TCYTVq5cifr6esyZMyfQ1fS73NxcVFZWwmq14l//+hc2bNiAkydPSl0tSUwWiwULFgRtuwir4SG9Xg+5XH7b1d4WiwVGo1GiWgVGfHw85s2bh7q6OhiNRoyOjqK/v9+rzM1xMBqNE8ZpfFsoG6//VO3AaDSis7PTa7vL5UJvb29ExCg7Oxt6vR51dXUAwjMe27Ztw8cff4wTJ04gLS3N87yvjo/Jyuh0uqD7x2GyWEyksLAQALzaRjjFQqVSIScnB0uXLsXu3buxaNEi/PGPf4zIdjFZLCYSLO0irJIWlUqFpUuX4tixY57nRFHEsWPHvMbpwtHg4CDq6+thMpmwdOlSKJVKrzjU1taiubnZE4eioiJcuHDB60R19OhR6HQ6T/dgqMrKyoLRaPTaf5vNhjNnznjtf39/P86dO+cpc/z4cYii6Dk4i4qK8Nlnn8HpdHrKHD16FLm5uUE5FDIdra2t6OnpgclkAhBe8SAibNu2DQcPHsTx48dvG9Ly1fFRVFTk9R7jZYLpu+ZOsZhIZWUlAHi1jXCIxWREUYTD4YiodjGZ8VhMJGjaxYwv4Q1S+/fvJ7VaTfv27aOLFy/S5s2bKT4+3usK53DwwgsvUFlZGTU2NtIXX3xBxcXFpNfrqbOzk4jGpu5lZGTQ8ePH6ezZs1RUVERFRUWe149PV1u1ahVVVlbSkSNHKCkpKWSmPA8MDFBFRQVVVFQQAPr9739PFRUV1NTURERjU57j4+Ppww8/pKqqKnr88ccnnPJ8//3305kzZ+jUqVM0d+5crym+/f39lJycTM8++yxVV1fT/v37SavVBt0UX6Kp4zEwMEC/+MUvqLy8nBobG+k///kPLVmyhObOnUt2u93zHuESj61bt1JcXByVlZV5TdccHh72lPHF8TE+nXPHjh106dIleuutt4JuauudYlFXV0e/+c1v6OzZs9TY2EgffvghZWdn04oVKzzvES6xICJ66aWX6OTJk9TY2EhVVVX00ksvkSAI9O9//5uIIqddEE0di2BuF2GXtBARvfnmm5SRkUEqlYoefPBBOn36tNRV8rl169aRyWQilUpFqamptG7dOqqrq/NsHxkZoZ/97GeUkJBAWq2WnnzySero6PB6j2vXrtGaNWtIo9GQXq+nF154gZxOZ6B3ZUZOnDhBAG57bNiwgYjGpj2/+uqrlJycTGq1mlauXEm1tbVe79HT00NPP/00xcTEkE6nox/96Ec0MDDgVeb8+fP08MMPk1qtptTUVNqzZ0+gdnFaporH8PAwrVq1ipKSkkipVFJmZiZt2rTptkQ+XOIxURwA0N69ez1lfHV8nDhxghYvXkwqlYqys7O9PiMY3CkWzc3NtGLFCkpMTCS1Wk05OTm0Y8cOr/U4iMIjFkREP/7xjykzM5NUKhUlJSXRypUrPQkLUeS0C6KpYxHM7UIgIpp5Pw1jjDHGWGCE1TUtjDHGGAtfnLQwxhhjLCRw0sIYY4yxkMBJC2OMMcZCAictjDHGGAsJnLQwxhhjLCRw0sIYY4yxkMBJC2OMMcZCAictjDHGGAsJnLQwxhhjLCRw0sIYY4yxkPB/bXoJLl9O6UMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 确定Sure Foreground\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "\n",
    "# 预处理\n",
    "# 除二值图像噪点\n",
    "kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (11, 11))\n",
    "opening = cv2.morphologyEx(binary, cv2.MORPH_OPEN, kernel, iterations=4)\n",
    "opening = cv2.morphologyEx(opening, cv2.MORPH_CLOSE, kernel, iterations=7)  # 补漏洞\n",
    "\n",
    "# 获取前景\n",
    "# 方法1：距离变换\n",
    "# dist_transform = cv2.distanceTransform(opening, cv2.DIST_L2, 5)\n",
    "# _, sure_fg = cv2.threshold(dist_transform, 0.4*dist_transform.max(), 255, cv2.THRESH_BINARY)\n",
    "# sure_fg = np.uint8(sure_fg)\n",
    "# 方法2：腐蚀\n",
    "kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (11, 11))\n",
    "sure_fg = cv2.morphologyEx(binary, cv2.MORPH_OPEN, kernel, iterations=4)\n",
    "\n",
    "num_labels, labels = cv2.connectedComponents(sure_fg)\n",
    "\n",
    "# 创建一个与原图像大小相同的彩色图像\n",
    "labeled_image = np.zeros_like(image)\n",
    "# 获取不同标签的独特颜色\n",
    "unique_labels = np.unique(labels)\n",
    "colors = [np.random.randint(0, 255, 3) for _ in unique_labels]\n",
    "\n",
    "# 给每个连通区域上色\n",
    "for label, color in zip(unique_labels, colors):\n",
    "    if label == 0:  # 跳过背景标签\n",
    "        continue\n",
    "    labeled_image[labels == label] = color\n",
    "\n",
    "print(f\"Total Connected Components (Foreground Objects): {num_labels - 1}\")\n",
    "\n",
    "plt.figure(1)\n",
    "plt.imshow(opening, cmap='gray')\n",
    "plt.figure(2)\n",
    "plt.imshow(sure_fg, cmap='gray')\n",
    "plt.figure(3)\n",
    "plt.imshow(cv2.cvtColor(labeled_image, cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用K-means对颜色分类，启发式寻找每个连通区域的分类数\n",
    "import cv2\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "from kneed import KneeLocator\n",
    "\n",
    "# 获取不同标签的独特颜色\n",
    "for label_of_interest in np.unique(labels):\n",
    "    if label_of_interest == 0:  # 无视背景\n",
    "        continue\n",
    "\n",
    "    mask = np.where(labels == label_of_interest, 255, 0).astype('uint8')\n",
    "\n",
    "    test_image = cv2.bitwise_and(image, image, mask=mask)\n",
    "\n",
    "    # Reshape the image to be a list of pixels\n",
    "    pixels = test_image.reshape(-1, 3)\n",
    "    pixels = pixels[~np.all(pixels == 0, axis=1)]   # 除去0向量\n",
    "\n",
    "    # Define criteria and apply kmeans()\n",
    "    # The criteria (type, max_iter, epsilon)\n",
    "    criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 100, 0.2)\n",
    "    # Number of clusters (K)\n",
    "    k_values = list(range(1, 6))\n",
    "    sse = []  # Sum of squared errors\n",
    "\n",
    "    for k in k_values:\n",
    "        kmeans = KMeans(n_clusters=k, n_init=10, random_state=42)\n",
    "        kmeans.fit(pixels)\n",
    "        sse.append(kmeans.inertia_)\n",
    "\n",
    "    # 使用 KneeLocator 来确定肘部位置\n",
    "    knee_locator = KneeLocator(k_values, sse, curve='convex', direction='decreasing')\n",
    "\n",
    "    # 肘部位置是最佳的聚类数量\n",
    "    elbow_point = knee_locator.elbow\n",
    "\n",
    "    # Plotting the results onto a line graph to observe the elbow\n",
    "    plt.figure(label_of_interest)\n",
    "    plt.plot(k_values, sse, 'bx-')\n",
    "    plt.xlabel('Number of clusters (k)')\n",
    "    plt.ylabel('Sum of squared distances')\n",
    "    plt.title('Elbow Method For Optimal k')\n",
    "    if elbow_point is not None:\n",
    "        plt.axvline(x=elbow_point, color='red', linestyle='--')\n",
    "\n",
    "    plt.savefig(f'../cluster/5-{label_of_interest}.png')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\huigg\\anaconda3\\envs\\pytorch\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Color 0: 1.98%\n",
      "Color 1: 22.36%\n",
      "Color 2: 13.44%\n",
      "Color 3: 10.34%\n",
      "Color 4: 17.79%\n",
      "Color 5: 7.47%\n",
      "Color 6: 5.00%\n",
      "Color 7: 0.59%\n",
      "Color 8: 5.87%\n",
      "Color 9: 15.17%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用K-means对颜色分类，寻找主要颜色\n",
    "import cv2\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mask = np.where(labels == 1, 255, 0).astype('uint8')\n",
    "\n",
    "test_image = cv2.bitwise_and(image, image, mask=mask)\n",
    "test_image = cv2.cvtColor(test_image, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# Reshape the image to be a list of pixels\n",
    "pixels = test_image.reshape(-1, 3)\n",
    "pixels = pixels[~np.all(pixels == 0, axis=1)]   # 除去0向量\n",
    "\n",
    "# 使用KMeans算法来找到主要颜色\n",
    "kmeans = KMeans(n_clusters=10)  # 假设我们想要的主要颜色数量是5\n",
    "kmeans.fit(pixels)\n",
    "\n",
    "# 计算每个主要颜色的占比\n",
    "unique, counts = np.unique(kmeans.labels_, return_counts=True)\n",
    "color_ratios = {k: v / pixels.shape[0] for k, v in zip(unique, counts)}\n",
    "\n",
    "# 打印颜色及其占比\n",
    "for color, ratio in color_ratios.items():\n",
    "    print(f\"Color {color}: {ratio:.2%}\")\n",
    "\n",
    "plt.imshow(test_image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Foreground Objects of 1.jpg: 18\n",
      "Total Foreground Objects of 2.jpg: 1\n",
      "Total Foreground Objects of 3.jpg: 2\n",
      "Total Foreground Objects of 4.jpg: 23\n",
      "Total Foreground Objects of 5.jpg: 13\n",
      "Total Foreground Objects of 6.jpg: 22\n",
      "Total Foreground Objects of 7.jpg: 15\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用LAB进行阈值分割(For 1~7)\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "\n",
    "for i in range(1, 8):\n",
    "    '''\n",
    "        LAB颜色空间分割图像\n",
    "    '''\n",
    "    image = cv2.imread(f\"../test_images/{i}.jpg\")\n",
    "    lab_image = cv2.cvtColor(image, cv2.COLOR_BGR2LAB)\n",
    "\n",
    "    # Split into L, A, and B channels\n",
    "    l_channel, a_channel, b_channel = cv2.split(lab_image)\n",
    "\n",
    "    # 设置 A* 和 B* 的阈值范围，根据MATLAB中色彩分割测试确定\n",
    "    l_min, l_max = 0, 100\n",
    "    a_min, a_max = -7, 7\n",
    "    b_min, b_max = -7, 7\n",
    "\n",
    "    # 将MATLAB中 A* 和 B* 的阈值转换到 OpenCV LAB 空间\n",
    "    l_min_cv = l_min / 100 * 255\n",
    "    l_max_cv = l_max / 100 * 255\n",
    "    a_min_cv = (a_min + 100) / 200 * 255\n",
    "    a_max_cv = (a_max + 100) / 200 * 255\n",
    "    b_min_cv = (b_min + 100) / 200 * 255\n",
    "    b_max_cv = (b_max + 100) / 200 * 255\n",
    "\n",
    "    binary = cv2.inRange(lab_image, (l_min_cv, a_min_cv, b_min_cv), (l_max_cv, a_max_cv, b_max_cv))\n",
    "    binary = cv2.bitwise_not(binary)\n",
    "\n",
    "    # 操作1：生成掩膜覆盖原图图像，遮蔽部分为黑色\n",
    "    # masked_image = cv2.bitwise_and(image, image, mask=binary)\n",
    "\n",
    "    # 操作2：生成掩膜覆盖原图图像，遮蔽部分为白色（接近背景颜色）\n",
    "    white_image = np.ones_like(image) * 195\n",
    "    white_masked = cv2.bitwise_and(white_image, white_image, mask=binary)\n",
    "    masked_image = cv2.bitwise_and(image, image, mask=cv2.bitwise_not(binary))\n",
    "\n",
    "    # 将两个图像合并\n",
    "    masked_image = cv2.add(white_masked, masked_image)\n",
    "\n",
    "    '''\n",
    "        获取Sure Foreground\n",
    "    '''\n",
    "    # 除二值图像噪点\n",
    "    kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (11, 11))\n",
    "    opening = cv2.morphologyEx(binary, cv2.MORPH_OPEN, kernel, iterations=4)\n",
    "    opening = cv2.morphologyEx(opening, cv2.MORPH_CLOSE, kernel, iterations=7)  # 补漏洞\n",
    "\n",
    "    # 获取前景\n",
    "    # 方法1：距离变换\n",
    "    # dist_transform = cv2.distanceTransform(opening, cv2.DIST_L2, 5)\n",
    "    # _, sure_fg = cv2.threshold(dist_transform, 0.4*dist_transform.max(), 255, cv2.THRESH_BINARY)\n",
    "    # sure_fg = np.uint8(sure_fg)\n",
    "    # 方法2：腐蚀\n",
    "    kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (11, 11))\n",
    "    sure_fg = cv2.morphologyEx(binary, cv2.MORPH_OPEN, kernel, iterations=4)\n",
    "\n",
    "    num_labels, labels = cv2.connectedComponents(sure_fg)\n",
    "\n",
    "    # 创建一个与原图像大小相同的彩色图像\n",
    "    labeled_image = np.zeros_like(image)\n",
    "    # 获取不同标签的独特颜色\n",
    "    unique_labels = np.unique(labels)\n",
    "    colors = [np.random.randint(0, 255, 3) for _ in unique_labels]\n",
    "\n",
    "    # 给每个连通区域上色\n",
    "    for label, color in zip(unique_labels, colors):\n",
    "        if label == 0:  # 跳过背景标签\n",
    "            continue\n",
    "        labeled_image[labels == label] = color\n",
    "\n",
    "    print(f\"Total Foreground Objects of {i}.jpg: {num_labels - 1}\")\n",
    "\n",
    "    cv2.imwrite(f'../masked_images/{i}.jpg', masked_image)\n",
    "    # plt.figure(i)\n",
    "    # plt.imshow(binary, cmap='gray')\n",
    "    cv2.imwrite(f'../masked_images/{i}-colored.jpg', labeled_image)\n",
    "    plt.figure(i)\n",
    "    plt.subplot(1, 2, 1), plt.xticks([]), plt.yticks([])\n",
    "    plt.imshow(sure_fg, cmap='gray')\n",
    "    plt.subplot(1, 2, 2), plt.xticks([]), plt.yticks([])\n",
    "    plt.imshow(cv2.cvtColor(labeled_image, cv2.COLOR_BGR2RGB))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValidationError",
     "evalue": "'{}' is not of type 'array'\n\nFailed validating 'type' in schema:\n    {'items': {'properties': {'data': {'items': {'type': 'number'},\n                                       'type': 'array'},\n                              'label': {'type': 'integer'},\n                              'type': {'type': 'string'}},\n               'type': 'object'},\n     'type': 'array'}\n\nOn instance:\n    '{}'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValidationError\u001b[0m                           Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[11], line 23\u001b[0m\n\u001b[0;32m     16\u001b[0m \u001b[38;5;66;03m# 使用 rembg 去除背景\u001b[39;00m\n\u001b[0;32m     17\u001b[0m \u001b[38;5;66;03m# output = remove(input)\u001b[39;00m\n\u001b[0;32m     18\u001b[0m \u001b[38;5;66;03m# output = remove(input, alpha_matting=True, alpha_matting_foreground_threshold=270,alpha_matting_background_threshold=20, alpha_matting_erode_size=11)\u001b[39;00m\n\u001b[0;32m     19\u001b[0m \u001b[38;5;66;03m# output = remove(input, only_mask=True)\u001b[39;00m\n\u001b[0;32m     20\u001b[0m \n\u001b[0;32m     21\u001b[0m \u001b[38;5;66;03m# 转换二值数组为PIL图像\u001b[39;00m\n\u001b[0;32m     22\u001b[0m binary_mask \u001b[38;5;241m=\u001b[39m Image\u001b[38;5;241m.\u001b[39mfromarray(binary\u001b[38;5;241m.\u001b[39mastype(np\u001b[38;5;241m.\u001b[39muint8) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m255\u001b[39m)\n\u001b[1;32m---> 23\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43mremove\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbinary_mask\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msession\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msession\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpost_process_mask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m     24\u001b[0m output\u001b[38;5;241m.\u001b[39msave(output_path)\n",
      "File \u001b[1;32mc:\\Users\\huigg\\anaconda3\\envs\\pytorch\\Lib\\site-packages\\rembg\\bg.py:257\u001b[0m, in \u001b[0;36mremove\u001b[1;34m(data, alpha_matting, alpha_matting_foreground_threshold, alpha_matting_background_threshold, alpha_matting_erode_size, session, only_mask, post_process_mask, bgcolor, *args, **kwargs)\u001b[0m\n\u001b[0;32m    254\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m session \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    255\u001b[0m     session \u001b[38;5;241m=\u001b[39m new_session(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mu2net\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m--> 257\u001b[0m masks \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    258\u001b[0m cutouts \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m    260\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m mask \u001b[38;5;129;01min\u001b[39;00m masks:\n",
      "File \u001b[1;32mc:\\Users\\huigg\\anaconda3\\envs\\pytorch\\Lib\\site-packages\\rembg\\sessions\\sam.py:169\u001b[0m, in \u001b[0;36mSamSession.predict\u001b[1;34m(self, img, *args, **kwargs)\u001b[0m\n\u001b[0;32m    153\u001b[0m prompt \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msam_prompt\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    154\u001b[0m schema \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m    155\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtype\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124marray\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    156\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mitems\u001b[39m\u001b[38;5;124m\"\u001b[39m: {\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    166\u001b[0m     },\n\u001b[0;32m    167\u001b[0m }\n\u001b[1;32m--> 169\u001b[0m \u001b[43mvalidate\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mschema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mschema\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    171\u001b[0m target_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1024\u001b[39m\n\u001b[0;32m    172\u001b[0m input_size \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m684\u001b[39m, \u001b[38;5;241m1024\u001b[39m)\n",
      "File \u001b[1;32mc:\\Users\\huigg\\anaconda3\\envs\\pytorch\\Lib\\site-packages\\jsonschema\\validators.py:1308\u001b[0m, in \u001b[0;36mvalidate\u001b[1;34m(instance, schema, cls, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1306\u001b[0m error \u001b[38;5;241m=\u001b[39m exceptions\u001b[38;5;241m.\u001b[39mbest_match(validator\u001b[38;5;241m.\u001b[39miter_errors(instance))\n\u001b[0;32m   1307\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m error \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1308\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m error\n",
      "\u001b[1;31mValidationError\u001b[0m: '{}' is not of type 'array'\n\nFailed validating 'type' in schema:\n    {'items': {'properties': {'data': {'items': {'type': 'number'},\n                                       'type': 'array'},\n                              'label': {'type': 'integer'},\n                              'type': {'type': 'string'}},\n               'type': 'object'},\n     'type': 'array'}\n\nOn instance:\n    '{}'"
     ]
    }
   ],
   "source": [
    "# 尝试去除背景\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import cv2\n",
    "from PIL import Image\n",
    "from rembg import remove, new_session\n",
    "\n",
    "input_path = '../masked_images/4.jpg'\n",
    "output_path = '../rembg/4.png'\n",
    "\n",
    "input = Image.open(input_path)\n",
    "\n",
    "model_name = \"sam\"\n",
    "session = new_session(model_name)\n",
    "\n",
    "# 使用 rembg 去除背景\n",
    "# output = remove(input)\n",
    "# output = remove(input, alpha_matting=True, alpha_matting_foreground_threshold=270,alpha_matting_background_threshold=20, alpha_matting_erode_size=11)\n",
    "# output = remove(input, only_mask=True)\n",
    "\n",
    "# 转换二值数组为PIL图像\n",
    "binary_mask = Image.fromarray(binary.astype(np.uint8) * 255)\n",
    "output = remove(input, mask=binary_mask,  session=session, post_process_mask=True)\n",
    "output.save(output_path)\n"
   ]
  }
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